{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gaussian mixture models with PyMC3\n",
    "\n",
    "This is a PyMC3 implementation of the example in [Latent variable models - part 1: Gaussian mixture models and the EM algorithm](https://nbviewer.jupyter.org/github/krasserm/bayesian-machine-learning/blob/dev/latent-variable-models/latent_variable_models_part_1.ipynb). In contrast to the linked article, model parameters are inferred using a Bayesian approach insetad of maximum likelihood. The following code is mainly inspired by [this notebook](https://github.com/junpenglao/Planet_Sakaar_Data_Science/blob/master/WIP/%5BWIP%5D%20Bayesian%20GMM.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pymc3 as pm\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "\n",
    "from latent_variable_models_util import n_true, mu_true, sigma_true\n",
    "from latent_variable_models_util import generate_data, plot_data, plot_densities\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, T = generate_data(n=n_true, mu=mu_true, sigma=sigma_true)\n",
    "C = T.shape[1]\n",
    "\n",
    "plot_data(X, color=T)\n",
    "plot_densities(X, mu=mu_true, sigma=sigma_true)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model\n",
    "\n",
    "Here, we use a [marginalized Gaussian mixture model](https://docs.pymc.io/notebooks/marginalized_gaussian_mixture_model.html)  where latent variables $\\mathbf{t}_i$ are marginalized out. Marginalized mixture models can be readily implemented with the [`Mixture`](https://docs.pymc.io/api/distributions/mixture.html#pymc3.distributions.mixture.Mixture) class of PyMC3. Marginalizing out latent variables leads to more efficient MCMC sampling compared to additionally [sampling discrete latent variables](https://docs.pymc.io/notebooks/gaussian_mixture_model.html). \n",
    "\n",
    "Mixture components are modeled as multivariate normal distributions. For modeling the uncertainty in component weights a [Dirichlet](https://en.wikipedia.org/wiki/Dirichlet_distribution) prior is used, for component means a multivariate normal prior. For modeling the uncertainty in covariance matrices, the LKJ distribution is used.\n",
    "\n",
    "### LKJ distribution\n",
    "\n",
    "The conjugate prior for the covariance matrix $\\mathbf\\Sigma$ of a multivariate normal distribution is the [inverse Wishart distribution](https://en.wikipedia.org/wiki/Inverse-Wishart_distribution). Related, the conjugate prior for the precision matrix $\\mathbf\\Lambda = \\mathbf\\Sigma^{-1}$ is the [Wishart distribution](https://en.wikipedia.org/wiki/Wishart_distribution). For Bayesian computational methods, these distributions are [not well-suited](https://github.com/pymc-devs/pymc3/issues/538#issuecomment-94153586) for modeling the uncertainty in covariance and precision matrices, respectively, and usage of the [Lewandowski-Kurowicka-Joe (LKJ) prior](https://www.sciencedirect.com/science/article/pii/S0047259X09000876) is preferred in this context.\n",
    "\n",
    "The LKJ distribution provides a prior on the [correlation matrix](https://en.wikipedia.org/wiki/Correlation_and_dependence#Correlation_matrices) $\\mathrm{C}$. Combined with the standard deviations of each component, this induces a prior on the [covariance matrix](https://en.wikipedia.org/wiki/Covariance_matrix) $\\mathbf\\Sigma$. For better numerical stability, the LKJ distribution is often used as prior for the [Cholesky decomposition](https://en.wikipedia.org/wiki/Cholesky_decomposition) of the covariance matrix $\\mathbf\\Sigma = \\mathbf{L}\\mathbf{L}^T$ where $\\mathbf{L}$ is a lower-triangular matrix. PyMC3 implements this distribution via [`LKJCholeskyCov`](https://docs.pymc.io/api/distributions/multivariate.html#pymc3.distributions.multivariate.LKJCholeskyCov). For further details see PyMC3's [LKJ documentation](https://docs.pymc.io/notebooks/LKJ.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pm.Model() as model:\n",
    "    # Prior on components weights\n",
    "    w = pm.Dirichlet('w', np.ones(C))\n",
    "    \n",
    "    # Mixture components (multivariate normal distributions)\n",
    "    components = []\n",
    "    \n",
    "    for i in range(C):\n",
    "        # Prior on component mean\n",
    "        mu = pm.Normal(f'mu{i}', mu=0, sigma=10, shape=2)        \n",
    "        \n",
    "        # Prior on Cholesky factor L of component covariance matrix\n",
    "        L_packed = pm.LKJCholeskyCov(f'L{i}', eta=2.0, n=2, sd_dist=pm.HalfNormal.dist(sigma=10))\n",
    "        L = pm.expand_packed_triangular(2, L_packed, lower=True)\n",
    "        \n",
    "        # Component multivariate normal can be parameterized \n",
    "        # directly with Cholesky factor L of covariance matrix \n",
    "        components.append(pm.MvNormal.dist(mu=mu, chol=L))\n",
    "        \n",
    "    # Mixture distribution\n",
    "    x_obs = pm.Mixture('x_obs', w=w, comp_dists=components, observed=X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inference\n",
    "\n",
    "We can use the model definition above for both, MCMC inference and variational inference. For MCMC sampling, only a single chain is used to avoid the [label switching](https://discourse.pymc.io/t/properly-sampling-mixture-models/986) problem. Different chains may assign different labels (`0`, `1`, ..., `C-1`) to the same component which makes computation of statistics across different chains impossible. For 1D distributions, label switching can be avoided by adding further constraints to the model but this is not possible any more with higher-dimensional distributions, hence, only a single chain is used in which label switching usually does not occur. The downside of using a single chain is that it prevents convergence checks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Sequential sampling (1 chains in 1 job)\n",
      "NUTS: [L2, mu2, L1, mu1, L0, mu0, w]\n",
      "Sampling chain 0, 0 divergences: 100%|██████████| 1000/1000 [01:27<00:00, 11.41it/s]\n",
      "The acceptance probability does not match the target. It is 0.990836116032205, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "Only one chain was sampled, this makes it impossible to run some convergence checks\n"
     ]
    }
   ],
   "source": [
    "# True for MCMC inference, False for variational inference with ADVI.\n",
    "use_MCMC = True\n",
    "\n",
    "if use_MCMC:\n",
    "    with model:\n",
    "        trace = pm.sample(chains=1)\n",
    "else:\n",
    "    with model:\n",
    "        approx = pm.fit(n=70000, method='advi')\n",
    "\n",
    "    # Sample from variational approximation\n",
    "    trace = approx.sample(1000)\n",
    "    \n",
    "    plt.plot(approx.hist)\n",
    "    plt.ylim(3000, 8000)        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x1008 with 14 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(trace);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute component statistics from samples\n",
    "\n",
    "The following obtains point estimates of component means and covariance matrices from traces and compares them with the true means and covariance matrices that have been used to generate the example data. Uncertainties are **not** computed and visualized here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def estimate_mu(mu_samples):\n",
    "    return np.mean(mu_samples, axis=0)\n",
    "\n",
    "def estimate_cov(chol_samples):\n",
    "    L = pm.expand_packed_triangular(2, np.mean(chol_samples, axis=0)).eval()\n",
    "    return L.dot(L.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mu_hat = [estimate_mu(trace[f'mu{i}']) for i in range(C)]\n",
    "cov_hat = [estimate_cov(trace[f'L{i}']) for i in range(C)]\n",
    "\n",
    "# Plot true densities\n",
    "plot_densities(X, mu=mu_true, sigma=sigma_true, colors='grey')\n",
    "\n",
    "# Plot inferred densities (point estimate)\n",
    "plot_densities(X, mu=mu_hat, sigma=cov_hat, colors='blue')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Log probabilities of data\n",
    "\n",
    "\n",
    "To compute per-component log probabilities of example data `X`, we first set model parameters to their point estimates (as done in the previous section) using a data structure obtained with `model.test_point`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'w_stickbreaking__': array([0., 0.]),\n",
       " 'mu0': array([0., 0.]),\n",
       " 'L0_cholesky-cov-packed__': array([0., 0., 0.]),\n",
       " 'mu1': array([0., 0.]),\n",
       " 'L1_cholesky-cov-packed__': array([0., 0., 0.]),\n",
       " 'mu2': array([0., 0.]),\n",
       " 'L2_cholesky-cov-packed__': array([0., 0., 0.])}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "point = model.test_point\n",
    "point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'w_stickbreaking__': array([0., 0.]),\n",
       " 'mu0': array([5.06076299, 4.93871737]),\n",
       " 'L0_cholesky-cov-packed__': array([ 0.04412761, -0.04580195, -0.20473121]),\n",
       " 'mu1': array([6.54963946, 7.85957068]),\n",
       " 'L1_cholesky-cov-packed__': array([ 0.34149407, -0.44524205,  0.00119757]),\n",
       " 'mu2': array([9.47593602, 7.46077441]),\n",
       " 'L2_cholesky-cov-packed__': array([-0.19615233,  1.15722983,  0.6967298 ])}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i in range(C):\n",
    "    mu_name = f'mu{i}'\n",
    "    ccov_name = f'L{i}_cholesky-cov-packed__'\n",
    "    point[mu_name] = np.mean(trace[mu_name], axis=0)\n",
    "    point[ccov_name] = np.mean(trace[ccov_name], axis=0)    \n",
    "\n",
    "point"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we use the updated data structure to compute per-component log probabilities `t` using a trick that I found in [this notebook](https://github.com/junpenglao/Planet_Sakaar_Data_Science/blob/master/WIP/%5BWIP%5D%20Bayesian%20GMM.ipynb):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ -1.86319916,  -6.75509066, -17.90297198],\n",
       "       [ -2.93381889,  -6.06466349, -25.17770424],\n",
       "       [ -2.2629196 ,  -9.59037877, -28.40775583],\n",
       "       ...,\n",
       "       [-24.2285852 ,  -6.48557589,  -2.61799319],\n",
       "       [ -7.56633026,  -4.64306777,  -3.05450728],\n",
       "       [-17.16583352,  -4.92669935,  -2.41548278]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from theano import shared\n",
    "\n",
    "comp_logp = x_obs.distribution._comp_logp(shared(X))\n",
    "comp_logp_f = model.model.fastfn(comp_logp)\n",
    "\n",
    "t = comp_logp_f(point)\n",
    "t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These log probabilities can be used to visualize the soft-assignment of example data to components."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ysgQpLTgcG6mpycxo04lDjSngJiaHIcm0QSiawWGb7E27HBpdg8n93t+iRUr4Rkcn1mUyarnwwoM926kxDIPW1lY2bNiA3W7nhBOOp75+Dv/2b4KvfEVNopaUqMxLt1t585mMEtqREVXVMBfpsTcGBpR4b9igRu8ej5pUvOkm9fxxx6kOPKOj0NpqZ82ao3A6E1x77bYjurGDaaGYmByGOGwac0rtjI1n8Lr0/PpQNMsJi/a/C4GmCW75ieSaa2FwAAwJAvjkvyufeKZJpVI0NTUxNjZGZWUl8+bN5+tf13jxRTXBNzys6pRIqR7nzVPRI7kO8TfdpEbN+8rDD6uqg7lEGptNedDPPacmH6uq4PzzVSz61q0gZQF9fTU8/XQnjY1llJRMMTN5BGAKuInJYYgQgi98uJIbftVOOiNxOzTCsSxCCK78wIHNji1aJHjsUcnKlcoPX7ZMWRb/9V/w5FMSmw0uvUQ1BbZaD3xYGolE2LBhA+l0msbGRsrKynj8cSWmlZUq/joUmrBuNE3VD6mtVU2Lr7pq99DBvdHSsrsVpGkqoqW3Vwn497+vJkNz2ZOGMY/m5kEeeGAbV165/JCEU840poCbzDpddLGSlWhonMqplFO+941M+JdjC7nzhnruemyAtr4Epy7x8fmLylk017X3jafB4RC8+93q/6mU5FOfgi1blZBHInDLrWqy8Ic/PLD9j4yMsGnTJiwWC8ceeyzeHT3L/v535XNLqUbENhv5WiVLlyqvev58+I//OLDjLlmi6oDvTDarlrlzVXTLq68qG0lKFdPd26vhctVhtTZx9tkDLFhw5P1dmgJuMqvcy73cwR1kySIQWLDwLb7FhcyS8foOY/kiL8sPwDLZF156SY1cKyom0spdLljxLHx2m2T+/P0bkfb397NlyxbcbjdLlizBvlN4Ry7aJJeGbrUqvzvX43J0VGVqXnqpatRw1lnTH6epSXXYaWqChgb47GeV3XLffWpfgYDa79iY6kNZWqpG/KDeZ0eHKlmr6xCJlNDT4+aWWzq5/fYyvN4jaxRuTmKazBrttHMHdxAgQCWVVFCBFy/f43sECb7dp/dPT1MTsEsHHU1TS2vr/u2rq6uL5uZmCgsLOeaYYyaJN6jQv0RCHctuV4k6oZBat3Wr8sEDATUy/vKX4cknU4yMjNDT08P27dvZtm0bra2trFjRweWXD/Dii1GSScnq1Wrycts21XH+/PPVPl0uuOEGtS9QCTiLFyuPvbt7oi64YQikrCEWi/HIIyPTvj8pVR3wW26Bn/9chWUeDpgjcJNZ4xVeIUsWKxOGpgMHIUKsYhUXcMHbeHbvPMbCWTp6MpQV65SX7P2rXTVN13gp9xxnvSvt7e20t7dTUlJCY2Mj2q5dGlBx5pdeqrIqdV1ZJ7kOPoahkpaczhBz5gyTzY7wxz/GaGtT3nVBAei6zsiI5J57DNxulXWZTtsoLi4hFqvgZz/zcN99e678961vqXDEXKs1UPvxekuQspVNm3qBoik/jx/+UJ27pqmf//d/VZr8xz++75/TbGAKuMmsIZj+dnRPz5nsH1JKfvWHMP/7cARNE2QzkrNPdfKd6wpx2Ke/yT7nbDWBOTysUtwNQ42AFzSoCc59Yfv27XR0dFBeXs7ChQunnQgUAm68UYUG/vu/q9juVAr6+9PMmdNHdXUvVmsCKTU6OgoZHi6nvd1LNuvik5+0kckIvvtdGB01CATiFBWFKSgYQdf7qKnpYWiohFisHpfLMe251tUp6+Xii9VdgM+n0uI1TWN0tJxjjukilUph22U2dP16VculrGwiOSiVUiPx97xn/y52M40p4Cazxmmcxh3cQYoUNtSXIk4cHZ2TOXnSazvp5CmeIkKEUziFEzkRzXT49olHn41x9wMRyoo0LBaBYUiefjlOoU/jq1dOn7FZUCD47W8kP/gBvLVehRWe+W6Vpq5pe7/Atre371G8Uyl44w2VlLNsmYrprqtTj05nmtLSTsbGejGMLGNjhXR01DI8XARY8PlU7HomA9/5jrJEUinQdY2RETehkJuCggrS6TRVVd1UVHRz7bUj/Mu/NPCJT5RPG9u9ZAmcc46yQwoL1YUlFAJdL2Xhwk6GhoaoqqqatM3Klbm6KhPrbDa1bt06VSvl7cIUcJNZYy5zuYEbuI3byKK60lqxcjM342ci7vYZnuGbfBMDA1ATn+dwDt/n++joU+7bZIJ7H47icwssFqVamiYoKdJ45JkYX/hMATbb9GJcVyf43e9gfFyi66qK377Q1dVFe3v7tOK9ebOKKAmHJ9Zddx185CMGZ53Vw6uvtuN2Z4nFSnnxxRrGxjzouhJFKZWPHY+rKJJIRCX6aBo4nSreO5tVr4lGrUSjtbjd5cTjW3jyyWbC4Rj/7//VTns38OMfq6zO559Xx6qqgm98w00262R4eHg3AXc6p/4MhFA1UN5OTAE3mVUu4zJO53RWsQodnVM4hWIm0utixLiZm/HixYn6phgYrGAFF3Ihp3P623XqRwxj48ZucdsWHVJpSTIlpxXwRELyp/sNHnlUgoSL3if42Ec0nM49i3hfXx+tra1ksyXcc89C3npLMHcufOYzqk1ZJgNf+IIS2Jy9kErBnXeG8Hi2sHBhjE2bAmzcWE887iYanfCWpVSCabGo+O1cI4XcnGgu7T4anajRPXculJQ4GRlZhsu1lddf7+TssyWNjfVkMqqPpc2mXieE2uePfqQuLomEygYVQtDaWkx3dzfZbBZdnxg4nL3DaorHJ8Q8HFbnMRtJUPuDKeAms04FFXyQD0753EY2kiZNIRO3+hoaFiw8z/OmgO8Dpy2387cVMcpLJkRnLCxpqLXicU8txlJKvnhDlpWvy3xnmV/dKXn9dcmdv9KntVCGh4fZsmULyWSAm29uJJMRFBSohsPXXKOE0e9XIXwlJbmtDIqLtyNlF5s22bn88iWceWYRL72kCmm1tSn/XdPUaDuRUCPbaHSicmJZmRLPtjb1c05fCwtVa7atW2FwUCDEAmpqNJ56qovubge33lpFKKT2P3++Or9ca16fb3KnHb/fT1dXF6FQiEBgouJjVZVKMLrpJhVPLoRK1b/99ulH54cKU8BNAJBI2mknQ4Y66g6ZdZHzxnclSzY/IjfZM5/7Vy+vvJGgfyiLwy5IpiRWi+DGKwuntBGklPzpzwYrXshSVSFwu3YUy3JK1r0pWbNWcsLy3bcLh8M0NTXh9Xp57LGjyWS0/Ajbblfi+9Ofwje/ObGNrscIBJqwWiP09lYSi9WzcaOOpqk63PE4/OIX5O0Tl0uti8VU9EkqpeqYjI8rEc9kVDd7IdRrx8eVn51OK9GXUtDRMZ9nnknw2mvbkNJHSYkXKWH7dnWR+etfp24w7Nuh5q2tIVpaAlRXq8xRUJOVp5wCb76p7gKOPXb2i4DtC6aAm7Cd7XyVr9JCCwkSFFPMHdzBcRw368dezGKKKGKU0bwvnkK1Ej+f82f9+O8EKkot/OmOUh5+Osa6piR11VYuOc9NTdXuX+/RUcm1NyRZ+bpBXz8MBqEooLGoXo260xlJayucsHzydvF4nA0bNmCz2ViyZAlf+5pOQcHk13g8KpFm3rycQA5RUtLM+Lhg3boldHUVsWqVamdmt6tldFT52TuHFVqtavuPfET56IGAEvlHHlEiXF4OCxeq7dasUfuwWpXwSwkVFYKWlkXU1q5mzpxmhoaORwiN4mJ1fmvXTm19GIaF555zs359mIEBdbE47zwVfmizqfd32mkz9VubGUwB/ycnRYqruZommhhjDA2Nbro5l3N5mZdZxKJZPb4FC7dzO9dxHYMMIpFoaHyBL7CYxbN67EOFlJJmmllrrMMt3JwhTicg9r8pw54IFOp85jIvsOeszZ/8NEXzVoOSYhU+aLPBcNCg1wNzKixYrWK3sLhMJsPGjRuRUrJ06VJsNhvV1SqLc+d8nWQy13VHcv31HTz8cDtbt/pYvfooEglHPhMzk1FRKZs3w+DgRB1w9Vmp1zQ0qG42c+eq9V//uhoFX3PN5LC9hgYl4qmUEnGnU/nT0aiVbHYB8+ZtxO3uJRpVQe+5qJOpuOsuWLnSR0XFMNmsxDAEjz+u6ntffvl+/DJ2wTDUxWZ/67vsC6aA/5OzmtW00cYYY9ixIxDYsBEhwvVcz5M8OevnsJCF/I2/sY51xIixlKUUTZFQcTgwgsrWC7BvAiyl5CfGLTwg/0oWA00K7Ni5TbuFk7WTZvNUdyORkDz7okFpiWoO7LBDMimxWCR9AwY2XVJaIjj1XRP2iZSSzZs3E4vFWLp0Ka4dfcw++1kVVWK1qiJYmQyMjAiuuirL889vQcoBTj+9nOuuW4gQGk6nGiGnUmp55ZWJZBqxIxtUyol+l/39ktFRAym1vA00le2RySjxt9tVUk6OUAicziISCT8eTwexWAXptI6UKiNzV7ZtUx53QYEbTeujuTlFfb2doiK4//4DE/BkEn79a/jzn5Wvf8wxKjN04cL939d0mAL+T06IECOMoKNPSq6xYKGZZkYY2WexAuWlv8qr/JW/EiXKe3kvF3IhDvYcb2XDxkkcWkHbH7ro4rt8l7d4C4BlLOM7fIdq9tx+5XVe5y/yQUopRRdqXiEio9xofIMnxePYxQy2g9kL2axqFCGEQNMES5ZItm0TBEckmQycsFxw41d17PaJv4P29naCwSANDQ34d2oGeeqp8KEPSX72MyXMug5nnJHhhRc3IsQow8O1vPlmDVlD/VWlUhOCDRMd3JWXncXpHMXnG8XnG8ftjlNRkebuu6GrS7BokQ2Px0MgEKCwsJRw2JqffAyH1V3EztmdmYwS9OOPF7S2zqOubh2pVB/Dw3P45Cd3b3UWi8GVV6pJU6/XveNCEWP9ejvHHTc5FHJ/+M//VEW8iouVn79pE3z+8+qCMFPt1kwBfxt4kzf5Nb9mC1uop54ruILlLN/7hrPAEpZgYEwSb4lEIHDhIsn+NQ/4Nb/mt/wWO3Z0dN7gDZ7kSf6L/5qUUn8kkSDBFVxBkCBllAEqeuZyLuchHtrjxekZYwU6el68ATzCzZAcYgMbDunv3e0WHHeMzvqNykJxOASLF0N3j+Djl1m44frJcjA8PJxP1AkEKnj5ZUkyqSbw2tpUDe6jFyuxzKQzDAfXY7GOY9EXYbWWEwopMbXoEqbIvPV6x6ms7KGmZggps6TTGpGIl0SiBE2zEY1qPP98lpNPThAOh+nrC/LhD2/j/vsrWb9+LpmMmkUsKVFWS2+vGukWFiq74qc/hU2bCnjxRR9VVT1ccEEVp522+3m88ooasRcVQTDoJJUCuz3O6Kifjg543/v2/7Pu64Onn57oUg/kPfiHHlIFu2YCU8APMWtYw9VcjY6OFy9NNHEVV/EzfsapnHrIz6eaas7hHB7l0byFkiWLBw+NNO5X6ddBBrmbuymlFMuOP60CCljHOl7mZc5iDyXmDmP+wT8YZjgv3gAllDDAAK/yKmdz9rTbamjIKZuZvT3lBL5+g5XPX5Okf2DHOUnJgvkan//05ItrPB6nubkZj8dDIjGfCy+SRKMSw1CRH9ksaEJQVCyw2dLYbOsxZJTX/nEUqXQJFRXkGxUbcvLo2+cLUVu7Hb9/jGxWp7u7lKGhEkZHC3E4NE48UUW0SKnCE+vrVcjevfdGsFp78Pt7WbRokI6ORhKJAFarsl1ymZtDQ8ovr69Xy4knVtLc3MzSpWGE2GXmFdX9Z3xciXgkYiedFmSzSaJRNbI/kBK3fX3K8tm1LIzdruYOZoq9CrgQ4m7gfcCglHLxjnUB4H5gHtAOXCalHJ1uHyYT/IpfYcWaj7gIECBEiJ/z87dFwAHu4i4+xIdYz3oAiiiijDJu4qb9EpnNbM7HcOcQCHR0VrFqNwGXUmIYBlLK/LIzQogdt/ta/v9vB0MM5TNJdyZDhiGG9rjtudp7+Wv2ETIyg0WozyUsx/HgYQlLZuV898S8uRoP3utgxQsZurokRzXqnHGqNsk2MQyDpqYmABoajuLiSwXZrIrvfustiMaU3eC0S8bGMpxxxgZGR6Ns2nQ0o6NFFBSo7uyGQb4Rp5QSuz3B/PltlJQMkUrZaG2tp7e3AsOw5FPfc97pUr0AACAASURBVK3V3G51jKoqlTn5ox+BEB7i8YW4XFU0Nm6muno97e0L6euroLFRjcAdDvjUpyZ71sXFxWiaxuDgIAW7hs6gPOn+fiW2fr8AbLjdSXRdRcLk4sb3h5qaiXrkO+UEkUyqdP6ZYl9G4L8Hfgn8Yad1XwOelVL+SAjxtR0/f3XmTuudSxNNu3nKPny00IKB8bbU//Dg4XEe50VeZA1rqKSS8zmfEkr2vvFOeA0vloQFe8KOltTQUzp6SkekBe60mzWZNWQyGTKZDNlsFsMw9mv/mqah6zq6rmOxWPKPVqs1/2iz2fKPdrsdm8120MK/kIX5kXTugiaR6OgsYM8dcY/jOD4l/p3/kX9Q9TQQOHFyq/5jbOLtCST2+QQXv396O2v79u2Mj49z9NFH09TkJBo1KClRJWZjO7IRU0mALPPnbyQcHmfr1qMZGSlCCCVYhjHRad5ikZSW9lJb27Zj//Po7q4mm51QNp9vIj0+N+oWAr74Rfj0p9VoNuebR6Me1q49jiVLNrFgwRbSaZ22tlL+8Q81kbnrr9tiseD3+wkGg8yfP3+3v4fCQvWeYjG1bTZrw+FIUVoK7e0H9hkXF8Mll8D//Z/av82mSuYWFqrSujPFXgVcSvmSEGLeLqs/ALx7x///B3gBU8D3iWqqGWQQHxMpYDFiVFDxthZvsmHjPTv+7Y1sNkskEiESiRCLxfJLIplgKUsJE8aFC4EgYUngsrpYbF2M1WrF6XTmxVfTtPyy8whbCDFpVG4YRn7JZrNks9n8hSCRSBCJREin09NeEOx2Ow6HI/+YW5xOJw6HY68Cv4xlnMzJvMqr+d/bOOO8i3dxLMfucVshBNfoV/M+eQHr5Ju4cPEucQpeMTtNGg6WYDDIm292IvQKUukiVXp1x3NDwxPJKza7pKF+M15PiPUbGolEirFYlHjn6pioCcoUS5Y0E/CP0N0dYOvWBSSTznzoYM5mmT9f+dbt7crOGBiA3/5WFb8Khyc3gwDIZnU2bDgan289CxY0MzjoZvVqN2dP42YFAgGCwSDxeDwfSZPDZlMjfVBhjRaLhZKSDLp+cLVOvvQlFYJ4333qPZx7rpos3ddGzfvCgXrgZVLKPgApZZ8QYtqCikKIy4HLAWoO5F7kHcYVXMFX+So6Om7cxIkTIsR1XPd2n9q0JBIJxsbGCIVChMNhotFo/jld13G5XBQWFuJ0OrnKcRU/c/yMjfaNSLvEp/m4mZsPSYRJNpslnU6TSqXySzKZJJFIkEwmCYfDDA0NTbJqhBC4XC6cTiculwuXy4Xb7cblcuXrYQgEt3EbD/Igj/AIAJdzOZdwyT5bTPPEPOaJeTP6fmeakZEUP/jJJtq2W3njrUpGRuOq6UHcwvi4jiYga6iLa33dNhYuDLJt23xGR0txu2HJYiX27e2SeBz8hWFOPXUTiWSG9vYGunsqSaUEFosSbZtNjXotFjURabEoccs1Pb7gAiV+OdHOjewn0GluPpply1ZTV9dMInEcU02WAmQyfkZGYHg4RE3NZAGvrFShhZs3q/h0v9+Cridpb1elZw8UXYePflQts8WsT2JKKX8D/AZg+fLlU8/m/BNxDudwEzfxK35FP/0UUsjX+TrvZwbvqw4SwzAYGxtjeHiY0dFR4vE4oEYmPp+P4uJivF4vHo8Hu92+2wj2d/yObrpJkKCW2kme+GwidYmma/gcvulfI2Ve1OPx+KQ7iGAwOEncXS4XHo8Ht9uNx+PhEu8lfNQ2i9/GtxEpJXf8qomOzhSr1i5lcEgHJIkE2KwZ2jsENptGKgk11T3U1/UiZTWGrOKqq2HdWuVZOxxKvANF/SxauJX+fjutrceSyXopLVX9L9etnRhR6zosWDA5xjsaVQ2OQTVC9ngmJjV1XQk85Eq62hCiAaeziblz+8hkKnnkERXpkU6rRhKbNsGqVU7mz7dw331hPve5Cs47b+J4QqiGx1ddpbxw0HG5snz0o3tu7bYvRKOqF+fYGBx9NBx11O4Wz8FwoN+sASFExY7RdwUwOHOn9M7nIi7ifbyPKFFcuA6LutdSSsbGxujv72d4eJhsNoumafj9fqqqqvD7/bhcrn3ykwVij/HREkkvvVixUsrBV8MfZ5w7uIPHeIwMGU7hFL7Ml6lh9zs+IUTeQiksnFwr2zCMvKjnLKJwOMzg4MSft91ux+v14vP58o87V647UunpGaS1dZDW9rmEw+4dFocabWeyMLc6Qyals7AhhM/TRipVQmdXLcuWwU3fFoyNwZ13Sn77O0lVVSdlpe2MjhXS3HwU6bQVl0uJ45/uU8L7+OOSsTHY3g4vv6SEuaoKIhFBNKrC7JqbVShezvvO1eTOPc6Zo/bV1VXC+ef7GB/v4FvfKufppzU8HvWab39bvf6EEwQ2mxdNi/Dtb6ttd07oqapSNVLWroW2Ng2v1+DCg2zbunWreh/h8MRk5nveo7oGzdSfzIEK+N+ATwI/2vH4yMyczj8PAoEHz9t9GqTTafr6+ujt7SWRSOzw/0ooKSnB7/dP2R7rYNjEJr7Nt+miC1D+8s3cTAUHltkgkXyJL7GGNZRSiobG67zO5/gcD/DApLmGvaFpGm63G7fbTclEKT0ymQyRSITx8fH8Mjw8nH/e4/FQUFCQX3btBzkdLcY2fm/8gY2yiTpRy6e1f2epdugjU1KpFFu3tjAe9bK9owpDTjYiDAO6+iR+X4Rly5o46QQPPm8jlZX6jhGlwOeD97/f4B8rWynw9dDWVkZz8wIMQ9vRNk1SXS1YvVqNdF94AR58EOyOBPNqR4nFooRCSRYskJx/vgW/38l11/mxWHxYLIJAQPnqdrtKn5dSJe6oiUHBY4/NJZHYwKpVw5SXl6JpyovPJRCFw+D3u3C5+hFC8pe/iN0yMi0WVSPF7xcMDBycWSClSv+Px1URrtzn+OSTqp7K+TNU5mdfwgj/hJqwLBZCdAPfQQn3n4UQnwU6gQ/PzOmYHCpSqRSdnZ309vZiGAaFhYXU1dVRVFQ0ayPKEUa4mqvJklUjbwM2Jzdzffp6fpH+BUbayEeo5KJUpJQMy2Feka/QSSdVooozxBmUilI0TaNJa2KNvoaYHmO7vp2AJUCFtYJB6yBPWZ/iUv3Sg45CsVgsFBYWThqxp9NpwuEw4XCYUChEf38/PT09ADidzvzr/X7/bi26AJqNLXw2cwUZMnjxslKu4lXjNe7Qb+UU/eTdXj+btLS0YLEYFAYayWQFlh3p7ALIZnaMeEWWBfWbadsOW1sX8L936ZM6uCcSBr/8ZQs2Wy/NzXNoaakndxmQUk0G6rqyNtauS7NxQz9HH92PwxFRrdyGdYaH7AwOaWzYkGH79gGKi9upqHDwxhtz6eoqx2IRxOPKlpgzR4n3kiXKkohGA7zwggOrtRdNU3d1uSgYKXOx6y40LYvTmaKvb3YzYDs6VCjlTuOAfEOKRx89hAIupZzO9Js+e8HksCWbzdLV1UVnZyeGYVBWVkZNTQ1ut3tWjmcYBrFYjGg0yuPRx/HFfRQnirEkLGhpjSqqiBLlGZ6hiolOKLn471Exyl/EX0iJFFasDMkhNsqNfEh+iEKjkL/Iv1BEUT7hKEOGFCl8+Pg//o/t2nZOsp2Ez+7DZrPtFo3idDoP6IJltVopKiqiqEjVbJFSEolEGBsbY2xsjKGhIfr6+gBwu934/X4CgQAFBQXous6d2V+TxaB0x/y/EychGeY24w7+op10yGLeh4eHGRoaora2lm9+2c+LL8cZHAJpSDIGGFKga5KF81spLkogxWJ6+mz8/eksl11iyb/3Bx9sIWv00t1dTUtLLbtOJg4HIRbL4Pf3EBzuwuPN0NrmZSRYT3dPgEjEBQhsNvjHq+APZCgrDbJgQTennLKFurohmpsbSSSsXHQRPPHERORIezt0dwtKSsqpqmpn5coUxcWq4JamKfvCYoHOTgcFBbBhQ5L2djs/+IEqjuXb95u0ww4zE/OfiLGxMZqbm0kkEpSUlFBbW7tbSNXBkkqlJkWsRCKR/MTgsBjG4XBgOAzixXGyjixZW5ZB2yA+q4+TrCdNCjEE+CJfZCtbJ3nlQYI8yZNczMWslqvpz/bjzDrRMzqJTAKZkXjSHmrTtTyXeo62ZBufT32eSCRCMBjcLdzQbrfvFoXidrunHDlPhxACr9eL1+uluro6L+ijo6OMjIzQ29tLd3d3fl6h1dtGUSDAziXPfXhpl+0kSe61dsxMkMlkaGlpwe12U11djaZpvPB3J5dfm2T9RiPf9aamapAF9cNo+lyi8UKsFsn6jQaXXaL2097ezqamXmKxOfT01E4Me3cS8SJ/kIYFLXi9SRKJYtasqSEU8uWLV+VIp2EsBWMhCx0dZWzeXMrxx/dRV7cNi+VNnn/+GB56yEpnp5rY9Puhs1MJ9cBAMVVV7bjdI3R3lzM6qmqQDA+rGHYpbRx3HFitScbG4N57lU99zz2TJxallAd9AZ07V90lDAyocwRlocRicNFFB7XrSZgC/k+AlDLfgNbpdLJs2bJJhYkOdt+RSIShoSGCwWA+xFDX9byY5SI5hFPwF+0vlFGWD78zMIgSZSlLp2zgsJKVuyU+BQjwLM/yIi/SI3owLAZxSxyb3UaUKAYGGTI4cKChsZa1xIlzGqchpSSdTpNIJCZFosTjcQYHB8nkZswAm00VUcotXq93n+LGYbKg19TUkM1mGRsbY2RkhGAwyLzBGiKtETSPTiKQIF6cJOKK4BMF2Dk0Ba7a29tJJpMcffTR+QvmvLkaT//NSWeXwdo3DX54yxhLj24nnfYTHFMT0+kM1M5Vn0FPTw8dHR24XeX0D9ThcqlJSAAjK9G1LA0N2ygvHyAac7Nq5SJi8UJSKbX9zuINk8MEDQNCYcGr/6hkOOikuGgDy5dvwmZbRn+/oL9fxW3req5PphshrBQXjzI4WE4yqZo+vOtd8OyzYLGoC7LdniYeV5EhmzapJg3HHrvzcY2DnvsRQvXdvPpqNXmbm8Q891w1kTlTmAL+DiebzdLU1EQwGKS8vJyGhoYZ8biTyST9/f309/cTj8cRQlBQUEBdXR1+vx+Px7Ob0J3KqSxjGetYhwcPBgYxYlzCJcxl7pTH8eMnTnxSKGIPPQwxRC21WLFiwUKUaL4RhB07jTTmuwplyNBKK6dxGkIIbDYbNpst34Elh5SSVCqVj0KJRqNEIhG6urrydxFWqzUffVJQULDPUSi6ructl/nz5xOMjPKzoTsoDZbh6fLg6nSi2wXnlJ7DePk4Xq93Vm2USCRCd3c3FRUVu30OADXVGnOq4JVXt9HVpRGJz0cI1RDC5RS873wLwWCQlpYWioqK+OAHF/Lwo5LyclWLBMDlirF48SaczjgdHTW0d85Fypww7jxJOPX7zLUrSyRgc5OfhQsXcNJJzYyPd9PQUE1Tk2R8HHSL8uptNkgkCigtDdPRocL2pFRd5YWATEb9nqTMMD6uLhClpdDdPVnAd+2JeaAsXAh/+xu8/LK6WCxerM7pcAgjNDkCyGazrF+/nlAoRF1DHbZKG0mRxMWB2ybRaJTOzk4GBweRUlJYWEhNTQ3FxcVYp6hYnySZr7GylKX8kl/yEA/xBE/gwMHFXMy5nEsmk1HZnDuSbpLJJKlUiven38+TmScpyBRgMSzIrCQhE9TKWgIEqKKKjMgghCCjZUjraRy6g0q9EixgWA2y1iweq4d+Wz92uz2/7PolFULkn9v5DsUwDKLRKOPj44TDYcbHx2nfkWMthMDj8eQnLQsKCrBYLLTLdp7jORIkOY1TWcKSSZmmF3jOI+aKc+ecX5NIxSkcKeTc4Dks6mtgbe9aHA4HpaWllJWVzfj8hJSSlpYWrFYrdXV1076uo6OD954VZ+Ubi3jiKTuZLCxu1Pjql6x4PDHWrm1C0zw4nIuoqRZ8+5vwox9LioshkxnhqMbNGIbGW+uXMjY29R2fpqkIlalE3GJRloNhQMqA5uYy3J4hGhe1Y7OVks7YkBIyO0bx2axKsy8oGMbtzqBplrxQq9hx9fvWdQMpVYSIpk00jcgxUwIOqqbLzjHnM40p4O9QpJQ0NTURCoUYaxzjc2WfI0QIDY0P8SGu5/pp+1FORTKZpK2tjYGBAXRdp6qqiqqqKpw7hkkSyTrWsZnNBAhwOqfTRBNf4SvEUYlATpz8hJ9wSeoS3hN+T14MV0ZXkkqlJh1P0zRsNhvLbcsJW8O86ngVqUuyepaIiBAQAWIihkd66JW9RGWUjJHBmXUSy8aIZqMEkgFcERdV6Sq8hpe3eAsr1nzcfS613+Fw5LMx3W43o85RInqEWmqVDaNpeTukckeTxEwmw8bwRp4KPcXo2CjV3dU0dDVgF3bavG38ufDPRAJR4r4494i7+TCX8WV5wyQR/7B+MR/ULmLUOkqBuwB7jZ10Os3w8DCDg4P5yWaPx0NZWRllZWX75ctPx9DQEKFQiAULFkx50QUYHx+ns7OT6upy3vveCr52gySVAo9HkMlkWLlyA0+vgIcfn080lsZhz/KpT2jc/38WWrcN8uo/mlmxwsnrq48mFncy1Yhb01T6fDo10ZE+h66ryJGdmz4YhmDDhnqKi1YzMtJNOlWHxar2k07nKhG6qayE+voYsZiPqipJR4fahzqGQAgjv8/6+t2LS2UyGSxTdY84DDkyztJkv+ns7KQ92E7b/Db+u+y/KaOMUkrJkOF+7idLlhu5ca/7kVLS39/Ptm3bMAyD6upqampqJn3xU6T4Cl/hVV4lSzZfJmCccXz4KJElWMNWGIbbRm7jU9FP4cBBQiTocncRD8RZ6FrIsa5jcTlcOBwOdF3Pi93xHM/lXE4vvZRTzg3cQDPNeW88QIAMGfroo5pqxhhjmGEyZFjAAq7hGm7N3kokGcGf8vOR5Ec4PXE6yYTKyMwl6yRI8BzP0UMPGWeGrCfLxZ6LOddzLl6vd5J4rrKs4kuBL2EEDKxYSWVTzA/P57rR63hi9AkqOyuxdFgwrAZxf5wni/7OOYGzOc42uc+oVUxOZrJarVRUVFBRUUEqlWJwcJCBgQFaW1tpa2sjEAhQUVFBIBCY5NNGMnFWjbSQNrIs99dTbJ86tCKbzdLa2orH46Fimq4ChmHQ3NyM1WqloaEBAJtN7Mh8lDQ3N/P0ihh/+NNRjIZspFKQTklu/HaWBx/q46LzWnnvewp5ZsVRJFI60sgps9jxHiVeryASUSJqt6uRqtOpyrDmMi13FnQh1CUgHnfR0VmM39+HbpmH262pRhVZyBgQiTgpKJDoeoIPXezlnntU9USEOrqqvWKAkJSVCb7xjd0tjXQ6jeNgiqAcQkwBPwKQSLrpRkOjksq91t+IxqI80P4AL5a8yOtVrxMhQpAgi1mMGzellPIIj3AN1+DdQw/FbDbLli1bGBwcpLCwkAULFkwZtfIoj/ISL006txZaGEuMUd9bjxgQiKTAKqyMF4wzWjtKbWEtN3luIqJH8n0wT+M0fsJPpky9L9jxD+BaruUKrmCYYRw46KefoAziwUMFFVSICtKkGWOMbrq5lVup0qsochUx6hrlRm5kAQuYy1waaeRMzuQ04zS+GP8iG6IbKI+VY4/YIQKPDz2OhkY55TgcDlVCwOfhxwU/xulx4tF2JGPpsNW/lQcKH6CjtpPydDn2UTuOETuOESflgxWsECvQCjWKi4spKSnZa8KPzWZjzpw5zJkzh1gslp9zCAaD2Gw2ysvLqays5M1oB1/e+AeS2Qwg0YTGVxZ8kIurVDx51jBY2zVE/3gUbzKKTCRobGyc1mPv6uoiGo2yePHi3Uair7zayaNP9PHgY9X0BV1YNYNsRkfXoaRokAJvC6+v9VPgP4rObh2bHZJSYmRBSbDAalUt3QoKDOrrElxxhUHA72DtOisDAypOWqW0K6zWXJVAJcC9vWUULR6iKDDG6FiAbBaEprzwTNZOfT189KMJrv5/qjqh1wNjIZSCCxCawOOGBQskS5fu/hmkUqlp70wON0wBP8zZzGa+yTfzmYsLWMD3+B7zmDftNs9uf5bV2mqyDVk0oWHHToYMTTSxnOVYsCCRhAhNK+CZTIb169cTDoepra2lpqYm/4XPTQrasDGPeTzGY3jw5MXbErUwv30+iaEE44wzGhhlqG6IsaIxhEVwKZfyfb6PgZHPwJRIXuIlnuIp3odqgZKbUNzZG0+lUmTSGb6W+RorMivYZmyjzqijltp85IkLF/1aPx7dQ41eg7AIvBYvFquFmC2G2+Zmq20rzY5mHrU/yu2O2/FoHmLuGAvcC4gQyX8OwUyQDZENnDp+aj5xZ9vQNnz4KNPLSPlSpApTJP1JvF5l0whAWiWJ0gSJ0gTIEKPjo7xr+BRSwRTbtm1j27Zt+Hw+SktLKS0t3as14nK5qKuro7a2lmAwSF9fH52dnbS2t/Gb4Rfx+nQKvS4QgpSR4UdbH+K4wjp8+Lj6L8/TFgyjGVlq06NUlZVwymlTZwHH43E6OjooKSmheJeyeavXjPHfd21leLSQ7V1lgEE6a6AJSWkgxMKGFoZHCgj4F/GT22BwQOJyCdwu1SwhnQGbNUFZ6RCVlUHKyiL4/ZKKcrDbBeed66CiooLS0kr++lcL3d2SUGhiRJ6LUBkb82MYOl5fkP6BwI47A7WUlOhs367x7LNpenuVreL1qVF4KiXRhIGmCSxWlZ3Z3y+pqJgQ8VwS2b5m077dmAJ+GBMixNVcTZp0/ja7lVau5moe5uEpPexEIsHaobWEa8LoNp0CCuilFwcOkiSJEs1bHDt3mNkZwzDYsGFDvib0zmnlq1nNN/kmIUJIJLXUYrDDU8wIfG0+XL0uknqSf9T8g7HKMTSHutXX0YkQoYkmBhmcZB0IKSgcL+SZsWeYG5rL+Pj4JF88Fz2Sm2Sc757Pffp9uHQXTs3JkBiil1666UYaEt3QsRk2EtkEvoyPwcwgzqiTotEi/Bk/EqlsHBIIBGlHmpgzRsgVwuP2YHfbSbvTWCwWBgsHqS6cqO3Sl+zjjtAdlIfKcYw58G33wXZwWpyUFpbSEthGLBDDZVd3KymRIuVLcYHvAurq64jFYgwNDTE4OJgXc7/fT1lZGSUlJXucQBNCUFxcTHFxMYlEgic2v4rebVCddJAeM4gWCIRXJysNnh/aSMsGB9uGx6jwuSlIhHBpFl4Oprh3TTOfPXlyLnluclMIwfz58yc9l81m+d3vN9A7oLPqzXk7HG01onZ7QyxsaCYSddO8tZHCQp3+XoGUkA5LLDp4fWkqyjspDvTjsEustgIWLKjmYx91UVamk0wmGRkZYfv27VRW9OLzHYXH4yUU2rUCIRiGRiTqo6AgtOPc1HqHAxoaBFnDwpNPZvINHrJZJeRut8RqhdJSnYYGFYL42GOqT2V/v+R//gArVyaonSc580wr1dUHHw8+25gCfhjzAi8QITKprVkxxQwwwEpWcgZn7LbN8LDyfiMVEQooYA5zGGKIJEkMDEYZxYKF7/CdaXtUtrW1EQqFaGxsnCTeAwxwPddjxUoJJUgkHXSQIYMlbKFkUwl6UidaFWXb3G302nqxYJkU8+3EyR/5IwBe6aUgVIBzwIlz2EkyncSJk7grTiAQwOPx5JNrdq16uI51dNFFCSWMM44FC330McYYwG4NGEDVn/HiZdwYx51040g60BM6rriLwnghlrgFf78fPatTjBp92p12jvMcR5evC5/Pp7xjewXLSpfxSukrlFGGntLRxjRSIykuHL2QE4dO5CmeJuIdJ1IcIV4c4yuuryCEYIvcQr2znrlz5zJ37lyi0Wje525ubqalpYXS0lLKy8vx+Xx7FBCHw4G3spi2kQzzMhrukKRwWOIblSQdOlsHB/ntqhFSZOgbH+I0O0Tdfjx2Jw+91babgAeDQUZGRpg/fz52u53tXWkefz7GyJhBTUkv7Z1RtrQ1kk5b0TTVXs1uS7Jk0RYSaQsbNjdit1oYHlaThUh1UQgUDzK/vg2LnmVouIxf/Xwu73737ncA1dXVhMNhYBM1NW+yefMx6LqHTGbyZ6BpEAr5mDevA03LYrXqlJdDXa3y0ZNJjVjcwGabqHKool0yCA2KinQMQz3X1Q3Dw5JLL1WFtfyFSTQB3/u+g1AY/u3j0378hwWmgB/GBAnmR7c7I5GMMnUHu7GxMRY6F/J359/x4sWBg2M5llZaCRPmJE7i03yak5m63kY4HKa7u5uqqirKyiaP0J/hGZIk85OHAkExxUSHoixuWky/vZ+e43pI+9J48VKLqgnaSScpUvkEG6thpbC/kHRXmoK4Si2PFcXoKerhE/5PcKLtxL1+NpPmAQywpq14M16VZWmATdrIkiUrshiagaEZZCwZopYohmaAE4adwwgEGhrDDOPESUzG0JIaJ0RPwIgY1IzX0BhupHWoVR13R4LOpws/TaowxRsFb6DZNBKlCc4qPYtaWUtjtJHjh49nbXAtsfYY7u1unnU9y10ldxEtieBwu/geN3MCJ9DmamNFzXPIasnJ4ycSGAgwODhIX18fbrebysr/z957R0l2Vufev/ecqlN1KneF7uqqzmmmJ2cxkgiWZGwQWMYkGRvuxRbYYJtFEFng+2ETLoZ1L8IEkS7JGBD4WkYgRBASEvJIo8kzPT3dM93TOVR15XzC+/1xeloaJJLh+5CX9Zw1q9f0qjrzTtU5+91n72c/T4qOjo6fyYrY2zaAoggKPpN6wIXWEOh5i0hecH5uiqT0kHdpdGGQaxjMGD7cLgWfZtIwTLxu57y2bXP+/Hn8fj/pdJp7Hqzxjg/lsWyJ31ulzT3F3FKKbC687rIjsCybrZsmUBSbE2OjeDweWo1Lo+sS27LZNHyejvZViqUQE5NDVGt+bnotfPh/Wtzw/Mc/aYRCITyeXaysHGVkZIzDj+zlEv1v/QsAoFx2nm78/irRaJCtW52Mf3UV0ilBMChJCHjXMwAAIABJREFUJJy/O/8/ABPLhDOnXeTzzvPDFVfA294Ox45fOn2dfAHGxry89a3we8+WJBJP3iz8qQD+JMZ2tj8uk7wU0Lew5QnfU61W2RnYybVcyz3cs/H7JEm+xJd+oe/mzMwMbreb/kuCzI/BGmuPa6B6ch6CY0H2B/ezY/sOJt2TRIlyJVfyfJ7PgzyIB89GAPev+Tk4eZC2RhsTwQkeGn0If9yPVCUv4kVcx3VPuK5LOt7lcplKpYKoCYbrw9AAn+nDwGCU0csMhC8N9lzCpbVbioXhNmh6mjS1JtIrMXWTbr2bhq/BomeRfm8/V8eu5gZuIEiQVqu1IVxVLBbJz+V58eyLuU5cx33h+zgdPc2h6CHu999PV6CLjwU+xo19N1JtVPnz7KswMi26Z7oQM4JKoML/aP9/eFb773C765tcKkX8c+BrvCL0p7xm6C82gvjk5CRTU1Mkk0nS6fTjmshRLcg7Nr2Qvz/3DSxpgwAlKkjpSewZGNJtjGaNsCI51dC4UG/iUSziQZ0XfupuPv0nzyIV8TM/P0+j0WDnzp20WvCejxbw+wQ+XRBQZ8msaEzMppGWU1ZQVRjpnyEcrDK/PILH62fzgGOHpqig0GBkcJxAoML0TC+zs91IpzvAhQvwZ6+yOPKQoK/38olHKSWv/WsPi4ub2LrlJH29c0xN9z32FVg21Oo6lgVevUGlGmRxUaKqgq1bJcGg5NgxSVubpK0NLlxwgrvmNrAsyOfd5AtOBv6DH8D5806jtNEAv68OUqHR8GC04J23wKdu+7m3zG8VTwXwJzH2spcruZL7uX9jcrFOnefzfIYZfsL3mKaJ1+3lA3yAIxzhEIeIEOE6rvuFkq2tVovVtVWaPU0Ouw6zi12XjbfvZS9f4ksbG4rSUgiPhSn6ijxrx7PodnWzk53OOjCpU8eHE1xN22T4/DDpxTRNX5PSjhK+Nh8VUeFdvIvtbH9cY1ZKST6fJ5vNsra2RrPZBJwsWNd1Xqq/lM+FPseqZ5W6u86MOkNSTaIpGmNiDBsbIQWqreKzfVimhWIqaIaGu+XG0/Lgr/nx5rzE7ThttFGlykuVl3Kl/0qUgMIdwTtYDa6S8qe4Ln4dg/FBwKkJF4tF7srfxWxuloGpAcSUwPSarMRWeE/iPXw8/HHGPGNMpaboSLWz0lpFX9XRV3WCU0EenHqQTW3DNDqbNKNNLCy+aH+Z57h+j6HUEKlUilKpxMLCAouLiywsLBCPx+nu7r7MnPcPUvvZHennR5nTtGyDq2Kj/P2PHmAxXMbjV9Cm1vBYFglMBtyCuuZlazJKptLg/Xcf5cMvuIKZmRlisRhtbW2cOtei0ZQkYirN6hyGVeXc/BASga2YYLmIt+XobF9hcaWTzFoUtyapGyZCVbCtJru3jyEwOD02ytpa7NI3ujGvk8tLXv1ak+99W2NqSnLipCQYhE0jMDlpoygRMpk4nZ2LXJzpxrYvz9ZbTc86BdGg0XBG1J//fMnb3w6JhKRaFZy/AB7NaV6CwONtgYCWoaEoTn3cMJzsvNFwzuvz16k3dEAggUcegVxOEo0+ObPwpwL4kwRVqhzhCCYme9lLmDAKCv/AP/Btvs2d3IkbNzdwA8/m2b/wfAoK+9ePX4QcOe7kTu4v3E+BAovxRSwsNDTex/u4mqsBOLh+PMiD6OjEpmLUrBpP3/p0ul3dWFgUKBAkSJEiBgZXcAV5O49x2iCWi7HSvcJi/yL7lf0YGPTTz/O5XN3HMIyNgNVqtRCqYKJtgnt77qUYKnK1/2puUm7iAAd4Js/kJ/yEChU+x+coUEBDo06dBs5d6cO30cC9VIe/xMQxMVGkQqqVoqvexf7afrK1LLdWbmU5s4xccjJ6j+LhG8Fv8OeRP+dpkacRCoWIRqN8P/p9soNZzKaJtqbhW/PRudRJaaHED7QfUIgX0Nu9EARbs6l2Val2VZmuTeNfCrB9ZTv+Mz4sj0W1s0amI8sj6hGGhNNEDIVChEIhBgcHWVhYYGFhgWw2Szgcpre3l7a2NoQQdPvivKL3WRuf4fZEJ5P5HBHNiycMDy+7kbag29MiGWwhrSqq38eh6RXOnZ/Ctm0GB53NSfcIJBLDqIG1SKEaodIKIj3N9fIUDPdfoFr3s5rrRiiwa6uKx6PQFmpSL59GKBbHT26lXA6CIi+f41mP4vf/RPJ37zX5tzvlhkmDR4NmywmeC4udxONZYtEcmezlBtuW7VAXoxGDi7NOJj190WlWtkUs+vpUFhYg77REcLkg2ubUt21b2+B+1+tO9l2vO8NDPl+VaiWAbUM45IznFwoQvVyO50mDpwL4kwCHOczN3EyDxobb+S3cwvVcj4bGC9aPXwZut/txU40/Dwss8EpeSZYsjVqDLrqYCEywgx0AvIk38WbejB8/+9nPh/kw3+N7fLf1XUIrIQ6kDnCD7wa+zbf5CB+hSBEPHm7kRty4MTAYmBiglWtxdNNRMp0ZokQxMChS5G/4m421SClZWlpiamoK0zSJRqOkUik+Gf0k/6L8C2HCuHDxDb7B/dzPn/FnnOIUHXTwPJ7HLnbxGl5DRmZwG27nj+kmZIeoUsWFC1vYCFVgqRaW28LtctMn+rjGcw1BT5C7IndRpMgcc7Rki2gjSrwcRytpdBW7uH32djwzHlyKi3A4jBJVKMfKnPWdxUgZuFNu+qw+AmsBfBkfxpJB10IXmu6mkWxS66hheSyavhZmX5mV3lW8OQ/+RT+hi0GGZgZoJptUe6qXjdBrmrZB51xaWmJubo6TJ086jc6UhwVPjpgrwv7AKC7h4k+27eTbF8bJr6zibjSZtkO0bEHG1qhWG4yKHLqrQtNysbK8CO4Y7//aIjOrDUa7/OSaLYzCFEGtxcmlMPWKCagIFTb1T+HSm2Rzm+jvVYmEFDweBSEMervGqNUM7r5nC+VKAIQE+6ez13V2h4Qvf0UyOACq6rxmcUlir1MCC4UIhuEiFlsjk71EaXRep6qKM2JvWliWxDAEFy5AR7tEKBa67uLAATj8iBOcjZbEshuYpkKj4UJKxy5OVQVer1NabzZtPJ4Gy8vtaJpjqKx7HVXBJyueCuC/ZVSo8CbehIq6Qatr0OA9vIed7KSLX+3qCQQCFIvFX/r1H+Nj5Mnjxo1lOhoQpmIyxRQpUpzhDG/jbUSJoqDwVt7KC3gB+/P7OSvPsje5l5/wE/6WvyVMmHbaadHiM3yGbWxjKjeFtqxh9BiYneaGgUGRIjdx08bGZNs2Y2fHOJc5h4gI9g/tpyvQxUUucgd30Ennxgh8O+0c4hDjjNNut+Muubm9eDv7y/t5TvU5aA2No/IoZcobpRwDY6N/oKAgcLJMW9hEtSjdnm7u1e+lU+8k48/g9rsxdIOCXkDoAtqdzW7EHEEv6iTyCXK5HMkLSeIX4kR8EYqJIplEhjH/GHvb93Jl+5VYpsXkynl+tHovwWk/4Ysh8tEC16au4VR4jIqoQhwa8SZGpYVnyUPHajuHVw4Tj8fp6em5TGxKVVW6urpIpVLML83zmVPf4ML5WWp+k7WOBtFQG5/oeyvdoTj/eM1zueXLX2BWBVfQgpIP4VKZsG1qLRebbJsDeo2JCwt8/ZSgbjfxagrfuaeB124wHC8zNhenbqig11DqAZJtBWLhEhcWulgrK6itFtuHPehem2hoHJfaoGGMorr9KK715qGUIH8qiCs2qqrgdj8avB0INE1imgLTFhSKEcLh0sYQzqWefqsFliVoNSXVKghVrrNVLAQS23YhBCTiMDnpLEH31qk3vNjrG4plwWpGEgrC3j2C02dqqKrEtv309DjvedObnCnUJyueCuC/ZTzEQzRpXsaJ9uIlT54f8SNezst/pfMFg0FnLLzR+KXGge/jPuLEyZLFVm0US0GTGjmRo0hxg3rXQQdNmnyAD7CPfRhVY0PI6XN8bmOABkBDI06ci1zkpXMv5WHPw5zvO88e9nATN9FPP2nSG0NEUkoeOvMQt6/dzpnBMxS7ilREBR2dEiWWWKJFi266EQiWWcZVdtGz0MNQZoiclaNChUP6IUKBEHbC5sWeF/ND9w+ZU+ewVZsZMUNVVvFKL4Zl4LJcuAwX7pab7lY3SkPBLthYKxaDDDLAAJZiUQlWMEIGzXCTtfAaltuiLdbGUMwpcby38V5Ws6v4s37aZ9ppn2mn7q8T7YjS6mjh8Xh4Xepv2J/ax7/W7sBYMnjG8jPoX+vnGt8aX0z9E5n2LFKReAIa79z0Dq4YPLChH57NZolGo/T39xMMPjp0pSgKD3vP82+pIwwHO/CveNCnXGSDed5tf5JPb74Fq1AkqHnp70iQFgpj55sUyhaWFMxVLTb1pdmZNPnx8QJ9/mUMd4zFUgyzJehLreL2usjX4s5mp0hc3jr9nfOUqn4Wc3F0DTw+k9PjLq6/dg6PViJfGmFuMYjuEeSQjlKgsJ0sXK7/ERKhOAbIgZ9iE9qWE1i9XknVElQqARKJLKpqIaX6U5wspxujKDA9BdGoxOtpkUo5ZRLLAtNyat0APn+DSuXRno7HA16PM615660wP1/hvvsgkfCheyXPeCZceeWTN3jDUwH8tw4D4zLmxCVI5ONYFL8MYrEYFy5cIJvN0vVLPPsFCGBgECZMXneoiVpNo+6vb+iaRHCsxC5NdP6IH3GVvAohBEII5pl/nMKhBw9Fs8hIYYTndj+XtJLGg+cJZQAWFha4Y+0OTg2fwpP2oKMzzjgmJsMMIxBMM42FxWBzkNBEiMRagrAaJpPIcCJ+gkakQdVVpZtu3Li5jdv4Ht9jiiny5Lmd27mbu1ljbcO1x4WLdtp5Ha/jJCe5l3sJWAFkTeKuuvGVfYTKIZLzSVxzLoYZJhgM8r+i/4vp2DR9wT4mvZP4unyMd41jtkzSmTRbV7bimfJwaPoQsViMVCrFwbaDXOm/EobAHrBZXV1lfn6e15//G1ZnM4S7wjwj/XQCIsB51wXmuxdIpTrRl73Mzs5y5MgREokEAwMDuLwubst/nfdkP0nd3WAiPIFL0+lZS5DKh5g5dp4fWg+gZExMXadi2+hulW3DHkoVm6Vinb2pDt61c5C5hRWO5mIMtFUJiBxRWaQz4Mej1Dk+24nHq1Kp20gb+pOLuBSb80vd6/x0SX+/QmllFdNY4sJMJyfGQ9QaBl6XipRg2TiZs7J+jdsChCAYEGzZCrWyo0aoKI5d2oVpueFWr6qSesOJvl69QaPud0oy63omQjjNSWW9vxkIQjjSpFqF1YyHagWuOACnz4DulUTbahQKUWJxJ4NPdjj+msvLDntm164qlqUyt6Bz6ozkzDh8/JOSP3+l4FU3iSflUM9TAfy3jL3sRUGhRWtjstLCQkHhSq78lc/n8/kIBoMsLi6STqd/4UV3IzfyUT5KJ51EQhGneVnU8Pq9VKnSSy9+LpczNTFRFAUpJVJKdold3Md9lz1FlCjhbrh5WD7MbGCWG7jhCR3opZSMz45zLnIOLaUhcDYEgUBDI0eONtrIkydfyhM/Gce0TaYGpuhJ9TDjmiFPnhYtmjSZZRYVFRub7/AdXspLAZhhhm/yTVy48OMnRWrj/LdwC2usYWFhqiYiKMgEM5hJE4lEszXipTjDhWFEXqDNaPTM9FDRKqgJldn2WZSQgq7prKRXmE/Pc23tWrqXu1laWiKbzeLz+eju7qajowNFUUgmk3R0dFAoFJiZmaEwXeDo/FHuSH2bB9oPoSgCC5urOg7y953vJjOfYW5ujmw2y4OhU3wzeC+qXK8D08TwtVhS3RTCDdozPu4+eg87xADP276dj5w9jWnb+NxuLFeTWJvgbU/fR/bCFN1dKaRSZM0KkK0FaJTm2NdzkXxdZznvx2wZgELQV6czUmRuKUm1roOEgF8hGW8xlJxm00CE276cplSz8bihXLVBESCVSyxJAIRqE/BL0l0uom3wrKsEd90tsUzJyqpzPezaJZidlTRbYFouQOL3GVRr6ycSEpfLBCGxbBUpJYoq8GiSq6+qMzIMbW1etmwR5PPwyj+XxON1An6JafpQVadh2tbm/FRVx1atXC7z/R/4ODMm6Gi/pCEOt31KsnmT4BmPn5v7reM3azn+FH5lJEjwJt5EnjxL60eGDC+TLyMkQ+TlEw/s/DxcEj96rHP6z8LLeTk3cAMZMrh0F17dy4HVA9zETQwwQJr0RtZsYm6ITvl8vg03nlfxKty4WcVR9MuQ4TSnKVHiHOf4ivgKL+SFnOLU4/79arVKrVWj3FlGEc7lWKO2Uac2MRlllHQrzaZTm8i78qj7VJQeBcWlbGx+TZpoaPjw4cGDRHIbtyGRnOQkH+fjuHDRlE0qrQrn6+eZqk7hqrmQTQmWw7G/VDfX0fHhI0SI3cpuPhz5MOG+MJXdFQpXFciP5mmGmsSX4mw7to3Rh0dpn21HbalIJLpPZ2BggIMHDzI6OoqiKJw7d45Dhw4xPz+Pbdsss8yXQv/Ex7fdxuEdR7jX+2OWzi+x/ehmOrLteG0v91j38jm+SH9/P1dccQWhRIQzM2fZca6H4Wqalm2grA+6NFwVqu4mK6k6i0oBTdfoblncPDxKwquTbzTYmmjnU9ffgL/uMHS6urt41t4QS7kmYwsqy7UQTVtF2oLdXQsEvHWkYjKUXKYl4WIhjIVJd6eLnZs1Ato0qgoPHOmn3oSQ32loGi3FyZaFRAhJezzLrm2nufqKh9m36yFC/iMsLs0zMW3w/vcqvPENCj09sHsXKIqNYUncmkTzKrjckj17DQJ+cGsOFdHtcZ5OGw03li2xbZsTp+Cfv1bnm/8CM7NuYjHHQGHfXsjnq7g1qDd8lEoSRZH4/JJ8wSmhHDxos7JS5ux4iPbEowqFLpdTgvna1x8/UPdkwFMZ+JMAL+bF7GEP93APBgZRGeWf5Jf5Gv+MBK6SV/Eu8W7axC9ng9be3s7MzAzT09PEYrGfaw91aaz+1byaWTGL2qlSmaqwt7yXK4JX8D7eR44c4DT/buImRhih1ebcQNlsluHgMJ/n83yOz3GCE+joJEjQ63Gy92QtyTzzvIf38HW+flkZxTSdpmbIE2KJJWrUaNKkQQMXLhIkcOFi29w2PKaH9+96P2lfmk/zaT7LZzeYLioqAQJYWBgYePBQocK0nOZj+Y+RXEuypbgFq2ZRtIsblEIfPvz4UVA4qB6krtexfTaxQAxX0EU+mOcrrq+QJs0H+SA2Nsfdxx02SYeFMAXt2XZSSyk6pjron+6HDqj0VGjpLUxh0tHRQXt7+0a2ff78eY7PHucTvZ9mNbGKLnSOBY8zsW2Sfdl9eC/qWGMmzVCT2YEF/tb3Pnayg02uYaZ6FznKOUYWuhmab6eiVRhPLtJyWxiihS5UdjYGkCqM7N/B2OIs1dUcf5lKs3/HbkKhEIZh8O/nJhgv2Nzyj/fSMizW9BarWTcHQxWWGmHy9U7a1FX29M6wUgrQHmpwYSUFHomi1fD7vRjNVVR/maufNsr/+aoH27ZQ3NBsXhrZAb+vyuahCwT9VWo1naXlDkzLRTxaZPOmaUrlKp/47Ai3f8nLiZOSu+62OD/llF4EzkSnZcPYaUksbjMz45RgPJpz/bUM56m1VHaCbsBfZ2nZy7v+h+D4CZuPfkThwx8SfOKTFY4eFZQrPiROdn/4ERgaknz6NhUpKzSbFo1GkJ8W3HS5HW3yJyN+rQAuhHgDcBPOd3UKeKWUsvGbWNh/NQyuH3Nyjj+WN64Hr3Ykkgd4gDfLm/k0n/ml/RgHBwc5deoUc3Nz9P605cgToHP9MFMmh2YPMT09zR9s/wP2iD3cx32YmFzFVRsDRJqmEY1GWVpaoqenhyF1iPfxPoCNsgVuMPwG3jUv4Z4wF7jANNMMiEddYBTFybSvN6/n9bx+gynSoIGKShttjtZJzsWByAF8fh8Cwat5NS/khYwzzs3czElOUqToDO8gHO53ucnE2QkqtQoJJYERNlhILzDvmaflalFTauhSp2W10EwNT9ODt+4lWAoiVh2ZgBfxInKhHEbMoBAvMOubxRb2o30LFywnlykkC2hVje0L20ktp3Etu3hJ4iWs9K2y3bedt/FWBtocu7mF3ALvOH8LjNtEFyK0hk2SwQ7Oco5jseOYQUFsOUrPbJrdJ7YzlZ7ld1MvwGME0UwfjYDJ/KZFujLtbJobIDLlYyK9BAEv2/St6PMWHleQvzzzVSxsdBtSk+NM5Zf5vZ0HsW2biaUCnx9vEQwGiPg02gIePK0lIl6TqjlMpeHiwmqCEX+JPb1zGJaPihkmFHCmGrt66jxnzyo7t3aS6Ojms/9UIeAT1BsSwwQpbGLhEltGJrFthbHJEVZXY4CCqkI2301HxzyJ2Bynzsb46jc6uPYawUc/Ac3HtH4sSyJtaDQUFtcu/Vbi8TpDXY2GZ6M809YGwWCVWt1PvQ4/eVBy4gTs2iW45ncqnDzlY8dOhXDIcfoxTednq+VISIRCoHvD5PNO81XTwOsRlMtw7bVPvvo3/BoBXAiRBl4HbJFS1oUQXwduBD7/G1rbf0l8S/4bBq3L9EY66OCkPMHH5cc4wiMIBM8Xf8D14nm4xRMLUsViMRKJBBcvXiQajV7GYPh5cLlc9Pb2bjRCuxPd/Cl/+oSv7e3t5dixY8zPz1+2SfjxY+FIxNWSNfTzOhPFCRbCC7yYF/Fc+VzezFsIiRB+v99xQ8/dy2h8lBo1GjTw4mWVVRZZpI8+dFvnx+4f8zW+xjDDjDKKhcXTeTq3cAuv4BWAw4DR0FCqCsljSSruCsaowVJiCa/i5RjHUFFp0drIwi/pkbtwYWISJky30c1fl/+arcWt5HI5vj/9fUanR4n74yynllnqWMJyWcj1o0WLlr/FoeFDaL0ae+f3MbIwTCLTzlJ6iVf3/QXfcN2OFy+vD72RO3d9h9RqJ33TfbiOqix1LePp9ZAXeXxEmE8ukYnm6JvqZmCuh1i+jbODF6hLA6/iQ9gKi4kshVCV4Yl+ts51YwV1quEKqUaMGWERdAfwqm5MzWbOXeOO3Bk6z4Volmo8vNhC84bwuJzyi1sR7IzbLK1KTs/ZqKoJQmG5GGSgXUMRgk0dM5xZ6KI37ScZXWLXVpVt20f4xJeqTF40aLYErYYT4BPxNbYMTlEpBzh1djMtUwMhUBUnUzYMGJvooje9iqos8HcfbKNaFlj2Ol/w0v7ocq4jy3rMU6SAYNDxYW0ZXqdHqoDbbeHx1FnLtSMENJpw/oJk5044f75MJtPG6qrkzJhTnu9odyRu33CzyTW/k2d0k4fdezT+90edTQMcBcOnXyV44R89OavNv24JxQXoQggD8AGLv/6S/mtjgQVcP60SKGFRLvBxPkoHSSSS98m/59/Fg3xA+eDPzMpHRkZYKi5x+5mv49/jZ7/7wGXZ789COp1mdXWViYmJdXGhJ9ZGDofDJBIJZmZmiMfjG4MnL+JF3MItBAiQ78yTnc0Sm4ph7GqRFEm+y3dZZZVPyttQVRW1XcVatkj2JpGeRxk5ceJEiZIjR8vXIlFMMG/Pc4e4g7u4ixExwp3cyRa2bDBkbGwaNNh0cROKovDOve+kXWtnkUXSpDcyZxvbqYnTXP+I5cbvbGxst40SVeiJ9tDe384bm29kNjtLfDnO0OQQvVO9LHQtMNc9h+1ysn5b2o7ui2YwPTCN3qWTuJigc6GTYqbAt0a+xcnIab7DdzGFycX2WeaiCwxND5Kc72A0P8LRzSeoq3WEVKi7G5wZmaA9G2dkaoB9p7Yz3jtHPlhjSO2kYtUpeyts3rOJq1d2U1jI41lRMTSV0+4JOlQ3c5U8F8trGLaFIU3c84/wXJnCqFn4vUHqLZN8vYlfNhnSLB4pRFFUBaTAq0sG2vIsFiLM5xNsT69yzfY5MrVOumNFUqlN3Py+Bnf/uE4oplDMumm1JAG9wpbhKcoVHyfHRzAtN0iHtnfJPs3jgbWcIByI05FYIBiyuPecC0Vxgqu9ft273Y7hZctwr090Ot+f11ulXtdRFIFpOyUXKR0d92o1sM77hvZ2Qb1ep143uDAVYmUV3Jpz7vNTDmWxVpO0Jwr86L4IU1OSPbshl3MGgABGNjlWck9G/Ie3FSnlAvAhYBZYAopSyu/9phb2XxX72f84+mCBPGXK9NBHSIQIizBJkvxY3stpTv/Mcx1RH+EfNn2AH9Z/yFfP/DMvM1/Kx61/3HBY/1lQFIXR0VFs2+bMmTOOwt/PwNDQEKqqMjY2hrUuzPz7/D43ciNZskyqk1wYOE+imGDv7D5UVJIkOcZxJpkEoL+3HySEz4cvG7k2MSlQoCRLzHXMMtOcYWVpmQYNJ3uWNkmSHOEIYcLsYc8G08UyLDJ6hmVtGYnEwmKRRVq0KFLEwnqc3KyGRogQEskqq7ybd3MFV3CAA5z2nGYlvcKxvcc4uvcohWiBvpk+rnjoCjpWOgjaQdy4kTibwzLL3Kfdx3dGvsPhPYcxXCZjp85y74X7cEkXPnwIwHCZnB0+x5ktY2gtN1cfP0isEMGFC3W9Obkaz/LIthM0PE22Tg7RuRJHKha7PKNs1gZ4a+ImXr7rj3jx3uvxlhTMegvVhGyjymRxlbLRoGEZmNJmvpzje9V5PLqCnb/A6YV5LmSKtEoZpvM18ri4amuYA6NBrtmh0JtqsVqO07DDeMKjqAqMRE/TGVd4xdtcfPFfS2SLJrmKgdTr+MIVdm05h9fnQvNvwutzEwja6H6bZNJpGLrdTuBstSRr+RBtEYll1VAUiWE4TzSXrgOvx9lgm0230xRVnCamz1elXPVhWdKhHCrg0Uo0GpK1XJBgELq7BU+7wlHorDck+UIIxeUwp0xLbjj8pNI1wiGDTDZCNgu6V9DXKxjdLBgZhh/eA9Xqz79nflv4DwdwIUQbcAPQD6QAvxDicc/aQohXCyEeEUI8kslk/uMr/S+C3xXPpp9+FlmkQoU8eRa9x1inAAAgAElEQVRZJEoUj3jUwEERChY24/LsE56nLuu8w34bdtjGHrboyCcZmhzmi/YXOMGJX7gOn8/H5s2bKZVKnD179mcGfUuzOLbpKJ+q3MYrTr+cW62PUJVV3sJb+L/8X57BMwh1hIm0h4ldjOLJOlxwFYVVHK3PlJ4i2Z/Eztj45/1IKSnKIhm5SqfdyQwzHIkfJRfK0T89gKfmwcTgHOewpEWAANX1I0MGS1oUwgVCpRDekjMUNcooIUKkSOHGjRcvHpwnC4HAixcLizJlqlRRUIgRw4NnQ/NcRUVBoRwsc3rraR7Z+wh1b50tZ7fQO9GLarvWxb8cjZUmTfLkORk8ybf3fpvl1BKphU5Gz2xCt3TUxzwAZ2M5Fnctk9Dj7BzfQmI1hinXnQqQNHxNjm4eJxsqMjSfpnM+Ts7K0+vqol/tcV4lJR0dHfRGk/TlFGYyK9TMJra0sbHwWYJQQ+PhnOSuWpmyXWPElyHsKRJRTVYsL2awTMMy0NwKQSWPP+RGa/MT8CnMZzQCbf0MdAkePlZgeray7lUpaRg2imoz1HMRISweOjXA+DSYapOq0aIpDfLVFt6AidtjYWNjSZumqWBYEperib1+jT32UtP1Gs2mhi0fFbNyuVvoeoNG08+2bYKrr4Z0GqJtJeoNLx6PxrOvgz17JS+80eAd787y4CEX9ZZGsWiTL0gKJYklbVTVJhJyBFMKhTBCgVL50QUoivO5Vqu/8Jb5reDXKexcB0xLKTNSSgP4F3g8cVlK+Skp5T4p5b7HmgM8hSeGX/j5jPgsf8lr6KCDrWzlL8VrSD6Be46CSozYE5wFjnOcBg38wk+9s0alp0xgOUhiKsE91g9+qbUkEgkGBwfJZDJMTEw8LohLKXmj/Xq+0PZ/yA1l0dd0vj/+ff7a+itMaZImzR9yA5pwU9xUpBUwCI2FEDmBjc0ggxvnekf3O1DiCuXzJU4unuCQfJCyLPEA91MgjyUsxjePA7Dj1A48DS8WJlmySCTXcA0zzNCQderUmEvPUtdrbD2xhUK5gEBQoYIbN9vZjo6OhrbBQLGkhSlNDGmABF3quHFvNFOBjez8UqO1GqwyvmecfG+e/qV+toyPrgfLyz8ngcBSLL439AOKQ0UiuQiDZ/vx2t71TUHQRoRhfZjMzhzltjJbL4zQnomxQaKWCrZUGRuYYjGWJbEUpmc5yQfD79gooS0vLxOJRHj2M36HfbFBBgoqPtvhTQOkaj7MupclCQXLYkLoIFzs8ZbxaZBKJYkF3cwUCgirhkfUWGuG8YctbvnLOB9/VwevfSHMZeLkyhG2908T9ledZxgJfs8aYb3M+bk01YbDFW+1JKg2wYCN7pWUypJwRLJ5M+g+ieYRVKqSluF8akKxN+iHDv+7RrV+OS0kFKwAklzRT61uYduSHTtt9u4rEY6EePctkM3bfOtOm7l5i5mZAkePh6hUBTZc9v1YEoKBHKalEww4ErWPNUQqVyDZIXiyhq5fJ4DPAk8TQviEcwVdCzxxOvgUfiWERIiblJv4Z+WrfFK5jb8Sf02ENtbk2sbwzJrMEhNRrhQ/X9/7Eip9ZWrpCuGFNqwp6xeWUS6hu7ub3t5elpaWOHfu3GXvO7Z+dJLCTFnU+2qkVlIUxgv8u/3vAPwuz6abHs4rk/xwy/c475mkdqpGx2qCAI/OUU8zzeSmc1TbqoxOjDI8N0JDNlBQNm64ul7n5PaTuA03u4/txlvSqVFDIrmZm+mRTiaqoGK7bc7sGMNQDUaOjeBectOUzQ03oT3s4SAH2cc+VKmuPxWoaGjY2Mwyy4pcwYt3w/RBItHRiRAhQID97OegOMhy/zIXBy4SXg3jX3686bOGRpAgFVEhm85ij9hE8mH6LnZviJftEo4M72lxhrNbJohE2thzYQfhQgRMFcVy4XaB5hHkB4u8pPcGXp1/KZ6Mk8XX63WKxSLJZBKfz0d0sBcslR2lMFrTjdLw0F7zkbUFhiJRFYWWULno1gkpEHAZzGVr5GoNSmadXG6JUt1mNhegXnbz2X/LcPOt57j1K+OcnomQrW3CMN3sHrqIR2sgpUlv+yLFcpDFbAJFkdQbTrlDCKi1bFqmxJaSXFESCgpCQYFtOZOXS8vg1dnQGlddEsVl4vdXqFQv/0zDoRJSCkqlAHMLkpOnbRYWayhKi5YRJrsmWVyEWAxWV+voeotCKbJRlrlET3RgA0UazTb8PvD5HGZKoShZWZE0m4J3vl15Uk5hwq9XA38I+AZwFIdCqACf+g2t6yk8Bj7h42PqJ+kT/ayuH/1ikI8pn8QrnljvZDe78eKlut7YQUBuIEchnad7oZdz58793Nr2Y9HX10dfXx/Ly8ucPn16o9Z9kWl4TB250luhPFDGv+rn1MlTGIaBX/j5e/l3tOwmda3OxZ0zhPxBgmdC/O3MLRsbwsfkP+JWNU5vO0U5UWZgaoDhc8MUrHXrlPX7rRwqc2znMaSQ7Di+g/hcnDfLN7ONbWhouHETIYKCSkNvcGzPMUrBIt5xL8859hzceTfjcpwxOUZGZihLh+DrCGVJmjQ3auYnOIFXetHRadHamJCVSPz4iRFDR6eHHl7S/RJqgTr9SwMbolvOxy7Q0ZFIfOjsZQ+5zjwyJdm8uImt5c1sZjMVWWFJLlOVNYbkJn449ABVT42t50dQLRWJTULE6VFT3BJ8PS/a9ofEojEmJyepVqssr9u4J5OO/Z7tFpz0V3FbKluqQeKGhlsqLDuXAu1+Hy3LQjEMslIh25QkzBxel2B7n49UvIA7HECVOl3tHhJtbrrCZUpViyMLKvMZm7HZAWwJ2/um6e1YQXOZXFjooi2sEgwIDFMihFOGMC3IF22aTajXJQ8dMYjGJKObDQIBGN3s4aorFHQdgiGJP2ATCFZQVEm54ufRi0ASDpWoVP0oimvd/QcqlTyFgqS7K0Kl6jQqC0UIhfIIAfl8xDG7WCe42LbTSG2LlKjULJaWIiQ7BXffqfJXr1HYtlXwghcofPnzKlcceHIyUODXZKFIKf8W+Nvf0Fqews/BgBjgi8qXWWZ5g1r4c/0ShZf3K/+Tt9g3U5bL2NgoQuEVg/+NKzRHwL/VarFly5afadd1CUII+vr6cLvdTE5OcuzYMbZt20bS04n4qRyg2l2hplXRJ3WOHj3K1q1b+bH+Y2LE2Cq2ggb2TgvXOReZqSz3Vu7l6ZufzoRyjjARLMVicnSCur+L9MUuXGU3pzedphwqr1cCBLVAlSN7jvCsc8/iDRfeQEe2g8pIhaQ/yRhnMDEI4KdKlYanwdmdZ7l2+Vqi0zFmj8/iCrvIpDKcSZxBVZzs+5Jj0GNhYHCC46RlF7pwgvglj9JBBjeCuYVFRETwejzYdXtjlP9S5t6ihYJCXMT5EP/ARXGR+wceQGTgr5Zfy4HoAU7J0zRp8rra21iwVmiqTS4OzbP1zDD9y91Mp+fQhYd3+W7mZZ4XIoRgdHSUw4cPc/bsWUzTpK2tDY/HQ8NqoaqSmstm0ldnc81HpKHSdLXIKx6k6WK+UMUWELYMcrbkQtXLXq/JwYAbv7tJWKg8MK0hmha6R2FmqUa3vkyu5sewFVaqTayaxpHJXnYPTrJnaJXxuW5qLR2fALdwatlCOMH70Y/WaVAapmDsnMX119bwegQve2mY3m4vz/kjx9LMsqA9VgKgWA6ua6AIVMUmFCyRK6Tx+51A3GyC35fDML285tV+jp+U/PAeiaJCWyRPo6FjmE6io6pOH1TXnY1l03COeEzlrTfH2bZNRVEEe/bAn/33X/7e/G3iqUnM/0QQQvxCV53H4grladwh7uQn8gEaNNgr9tEn+qDfMcSdmJjg6NGjbNu27XFWXU+EdDqN1+tlbGyMI0eOMLJ5hN5ILxe5SAKnSLhGlo6OJM/zPY/JsUmOHj3KbP8sWtK9MXAhVUlxtIARMFmcWeTw4cP0jwxwJPIIDRpYWJR6SiwHlxk+N8Le43tZSC8w1TflKCaioLgFr9/6enZndnPhwgUeeeQRnpl8JtO909S8VQoUCBEiSpQWBnck72AmcZGupW76FwdInE0wOrmZSqzC+dgFVqIr4NpY4kaVtE4dPz5ukDcwzDC3cisBEcCDBxubDBm2yC1EF6Ikc52YaZNtbGOc8Q19dxubDjr4C/6ChJIgQYL92n7GE+Osra3hFV72i31IKfHiYVVmURDUgw2ibWF6sh1o3S7SWpqXe1+y8X1omsbg4CAnTpzANE327NnD/dkx3nX2K5TNBoreYhlJe9PFrnqAh3xVpL8Ca+1UMfAAUdViznSRVxS0QIKk0sCycpiKRtXQaBYNFjIt2jwlpNdivhDAFjZtYcjUJKW6l0LNR3/nCoalYKotyk0Lr+kGoTgNSZt1FUJAtWBd38Q04eJcka5OjXpLZdtWwQ/v1Hn5qxqcPCNpixSpNXQM243iktiWpC26huqyqdYiWDa43BLVZRKPFckXO/ibN7d4/WtdeLxg2wZBf5GV1RRutzO4Y1pO4EY6YlmJ+Bp7d7exY8d/zlD4n3PVT+GXRkREuF4873G/7+zsRNd1zpw5w5EjRxgdHSUejz/BGS5HLBZj7969nDh9gh+fuJebum7iR/338l37W1SMAj10c5P2SqLhKPv27WN8fJz0+TSxtQRiBGyPk4pZWOS7c1wVvYqV8RW2ntjKmc7TBPuClLQSNjbZtgyVvRWGL46weX6UrtUu5vrnyHfkiYs4B5QDxJNxZqIzfHH68xQXi6SWO6l11Ej3dFH1VViTayywgILAVm1mu2aYTc+wpbCV7ZkdBLNB/CsBaqJGxV+hFCxRDVSp+2s09SZosCxWuJvvchffIUWKqqyRtbO4q24O5g/yh6t/SLPSpBlrUugrkCZNBx1MMcUqq1zP9byS/841XENTNvlX+9+4S36XgOJnl7GDg/IgilC433qQkqygrmf2AEuJFRL5GOl6JxHPo7rg55rTPFA9htBAbxmIqsQMqLzl6BfwqR5S3jby4TpzjSYFqSBsBd3QEC4LqZgI20XaJfCqKkWpIt1N5m03CaVF0C6wpPbg8dmszttoLgh7StRbLrIVLyApmS00j0oLFZ9XslYK0dFWZHa1QcPwYgobn+7F61ZZyz1GzUqRIA2QKiBJxMroepT3f6RBvgCv/m9eHvi+zjN/v4LHVWRhpcMpnEgJCsSieWzLRbEcIhaDXB7a4wVcbhs9EMNVh898weTWD2t85B8zVCqSk2dihAKQ6nRc6FUFwmFBqrPC0GCTF/zh4/1ffxnYtuTH/27w3XtaqIrguddpXHnA9f9rvfypAP4kg2kbLJXO4VI0ksHh/08vhkgkwt69ezlz5gynT58mnU4zODj4c7VTAA4rD/DR3vfhnQmhTwYxl0yiQz5iPh0Vyf823stx7TDv9L2X7du34533cmrqJMVHijT7mxSSeSqiwp+IP6Uv3Ef3vm6+fOELbJrfRGe2k+m+KZY7VwjIAG5VRQ7bGB0GqQspus/1UJ4vsal3E7H2GIftw/wxL6LYX8Tb6SU1n6J9OUVyOUk6mubO5LfQYm5cigsDw2GcCIuJtnMko0nWhtcwSiaVfBl/KUAikyC1lNqoY7uESsKVwKvqSCEp2yWebT2blJXGjZsAAUKhEJ2bO3lDx+t5u3g7ZZy6eowot3IrvyccCzxLWrzBehOH5MMEZYBkoYO7vHezbK9yi/oOvmncQUgJMiD7mLcXHfaLz1nHWi3HK2IvA+BTudv5dO6bG56f2ytJtltD3Js9jWFb+DSHHtkXSDA3myViu8ipNhFbxSVtjGgeZS1BuyIom4KCoWDZNnPFEpvavARti2ytxfaeFIV5m1K5RcRbZzYX2dD0bkoLW63j8wh0d4OxmT5S8SyD6SXGZvqIhBUO7lI5fkQhr9jY9mOa5uuiZUF/FYFBtRmmPSb4/Feb/MmLPPj9guGhHHOzNoViFJfqZM8Cm3g8h+oOk04rLC05E5ORUI5o1EWpGkbXBZmsJBwWvOWNBZaWdD78wRinTjvn2L9PsLTkOP/49AJul0o6/atTTKSUvOdDNe78Xgu3G5Bw949a3PgCDzf/1S9+mv1N4akA/iTC+cwhbj/xTppGFYkk6kvzx3s+RHvwF09P/kfh9XrZvXs3U1NTzM/PUygUGB0dJbCutC+lpGIV0RU/LsXNefMcHyy/i4AaRB2UNCJl8hfLRE+2E+oJUk9VsIXNfa3vc732Ana79zPSPcIt0XfzlXP/xNTkFJ0rKa4bvo7fDT6bY8ZhvEJnuX+JeqJO51SSnokerHmLcm+J+fgsr+ONfDr8Kc7vnsSf8XNw5kqePvYMHpl9hHd1voNCvIBX8SK8gotD00x2T9Cz3It75Wo61pLEtQSFRIHpxBT5UB4pnLLGHHNYwkKGJWvhLPPMYUoLrakRrAXxNfy0t9pJGAmadhPH78VizHWW53v+AF3XCYfDaJrDz++kk7vkXRzmMDY2+9hHWDxqPvzQ/8vem4dZepXl3r+13nHPY+2ax57SSXeamJAAgSSEGSRHBBGPoogIwvdxjnj0XOpRERTRCxXhqIwKQQYBQSREGQwQiJCxk3R3eq6u6ppr167a8/BOa31/7OrqBBAVGfJh7n/qqtq71l77HZ73Wc+6n/vWd3O3vo8RhkmuJsi00lR31/gHdQv/Xb6ENh1MTHYZUwSElFWFTtQl1CG+iviL9s34Pry3+kmKZhZTmFhtiS1tjqlZ9jUfSSmtt0KShkleGSyYIQVlkIsMyjLEsD3igcN8aGzX6gXtIGKusolwBPtKghfduJuvfu0kI7k2QsBGK7UtDytQgQQlGchvEWnNai2P0pKZkTVq7S5TEzmEoXjZT8V405+1v8ETE0AzNLAFCO46nCSKQgDe9f4ur/kFl3q9QiJuUq2liSJAQDbTIB73cWMF2n7E9dcZnDwRcvnBLXy/r7OilCaKNJYZsby5yfj4IFOTBlMPkwMaG+3/vPvuTWw7u3P+/iN46GTErV8IGBwQSHnB4Ufz0U95/PjzHGamjH9jhO8OHgvgjxLUumt86L5fwZQOKXcArTW17ho33/P/8rob/gFTfmvNk+8GpJTs3r2bXC7HqVOnuO+++5iammI9fYa/XX8r1bCMLWI8u/gzLMeraDSu6DubrOUWmUvMMb6wi/xikWwlRmu6jk5p7g3v5Aqrb6o8lhjj167436yvr3Pu3DlO3vsQv5R+KbWxDUInoGZ38RMa66CFs+mSmk+ROJHk0tQBbpx+Gi8o/DgrcoX0YJrcYI5yucyZhTPIUwZXzz2BzaEKa0OrdOwO2tbMTZwjO55ltj7PUHmY4mqR9PIherbHZmGTzcImK5kV9ll7cYkxwghzeo4yZUInoO7UsIRFXuRp0Ng5VhtUSJKkSJG4+OZMKymSPJWnfsvjfEQfhUiTOZ8muZygW+jRHe5rv53QJ3mGcSP3R0dIixR7jV1seS0GqllcFWdXokRbdHhT7S9IqMLOxrNbN5CGxDNCTCtACFC6v2EdRpp8KBFaMG/5ZH2DDFAWUBARGsWmtghDjVYGYcXBzfU403VJtsu89O1fYaudZbDYxAssemGfUqlDE5SBlJBPNWl24nR6JotBgcmhCgd3bVLv5Yi7kn/8Upd4ok/Niy70JQmNRDNcqrC+maXZMsmk+6JSN3+8R6RD4m4VES+xb59g9pzCtGBqsoKUBog8m9WIZltTb1dYK/v0/ByOrXjoREig4KWvKnPwEo8XvzDPvn3ffC7a7TadTofR0dHv6J554FhIFOlHrFYNQ6C15sGHwscC+H81HF39PKHySTr9LEoIQdIp0OyVmdu8lz0DT/yez6FQKHDVVVdx5swZ7j51B1/pfRI9GpJPDhEon0+V34UuFreDh2bBO8tqtETb7nJq5kE61SqPW30ymeNFvJxPYl8CLjpYIYRgaGiIZrbGn538e4rrQ+SqA3iDbfTQLKfkHLZpEyvEWMyfJ1PO8vNLr+Chhx4ikUgwPj5OtpRFSMHg4CDegMd8eZb8SpHhhVHyCwW2cpusD65Ry1cpGAWW8yscLRzBCA2K1SL5SoHSRol9K3vJiAyrqTXS2TQiJainqjTtOoh+p6dHj3PMsk/sQ6OZ03Oc5zwNXeNZPIOfEy/jF8Qr/l1lLs/zSKzEmVmaJhkkaA93qO/qez1KLcmR42nWFXw+uo0Ho2O0wi46gIm1EdKpNO14iCtclIhoXaCGAm7DIHQUBLArNcJztM0/rt+HKSSRpUgFgkgKRMwhjCAuJIYhKEYmvhB0dN9pRpcHyBvb9NB2nMsyTVTYxC4Y5OI91qsZwqhfP1bawDAhFZcM53zOLmZAQKQF67UCe5MbhJFPPhWn1Q4wpMBxNJ3udhpuRJSyNaQIWFwtYVsC34fRYUE+I/jwx1eYGgk5ejqDFBG2C4mYppDZROkC6xuC5VXN9ITmigObdLomd92fROiAXtDX7/b9MqtrBr/2eof3/2XE/n2PDKjlcr8L+DttLkwl+1Zu3wgp+q99v/BYAH+UoOvXvuXfNdALW9/yte8FbNvmsssu4xb/nZjzDu58AZXvQKlBxixyvrmIl3XZCspsBqvERZzWNgWvkd7icOrLXFK9isRKmswDJWbHZ5mYmMCyLq4gvhR9ltr4Bu6wTWwphbuaYO/65aQHcly5+1rWY2XGmeAFYy9kcnSSjY0NFhYWOHnyJOfOnWN4eJiRkRGG7CHShQwn8g+R7Cb6nabrg+zb2k/MjJEp5riyeCW9XI9Nc4tyaZ3KwAYT0QSlZhG/6iMbAmvFwo1chhimZA3RSjT7muCxIsfjD1GJV9i0Nlk2l5nQ4+xiFwEB79LvIEeOF4oXPeIYRlFEr9ej3W7TbDap1Wo0m00GdBGRhdnxOdxMn9a2oSsMikGuFo/HFCbvcN/KV6Ov8f7mR1mdXWMiHKG2r7OzB5i0HdpdWOiWqTVbXFYdBEuQljGuKz2epw862NjcunI/o45D0TY4EtWItEZpSaQVtrLIWRGbno3ppbB9h3ZgkUv18JVkw7eJtCBhhvSsDvFYRGvDAS2IAglKo4VA4vUd4aXVb48PDDYbWbq9df7bU3tsVuVOK3rPu1hDEUIzPrJCqxOjWk+TTEA+B8UCHDkesW9qnSCKcX450e850JBMbuI4IdIa4N4H1bYgVkQ+WyUeHySXkayWIZMBxw7JpmqcnR8k0oIP/K3Pm19/MZPQWrO+vk4+n/+OyicA1z3RIuYKGs1+UxJAraFJJiVPvOp7t1r+RjwWwB8lmClczVfPfQCt9U5GF6m+pdd45sD3fT7l+BzBHh97QyK34tj1GHKwQTa5RdyY4ev+F4mERgmfZOCgDImWUNWbVEZX+I3JN1FaHmVxcZHV1VXGx8cZHR3FNE0aNDCEgXIi2rtqdEdaxJaTZNYLTNSmeMHITzA2NtZXNxTsGCJUq1WWl5c5f/48Z+bPUE4vceXA5WwMrNOJdZmfmmNu8hxD9WGeuPEk3E0Xc93iecaP0sl12chv4OYdhCMIsgEbmTITYooeHnc37iJoBmRaaRKdJFPr07iRS4YMh8QhHtAPcI1xDY7poEyFlpq8zPMZcQszYhdKKcIwJAgCwjDcOY5CCDKZDFNTU5RKJdJumt+O3sCKXsEUFpeK/fy+8QZM0b8VbWFzdfdK9KmI97U+QnVXmzDZZ+5UwzoVvUUsGuZEZ5HJZh4RCqIoolYM2AjrvP7+T3O2uYYtDRbXmqi2ZNOM6AYhVhTDMGMMaQPXVGw1bVTPxhT97DRn+1QDGzDwlMSWirTtUcyYNHvxbXedfutWFIJQPn6gqTZNIiPENCM6kYXp2PR6VZ589RS3fdUjUn2+9oWFymB+k0S8y/G5adh231lchfNLglyqRSrZZvb8NMm4wPP7+uBDxTL1ls3R03Eazf48yhtlllIRJ2fzbNX6vHPTgHxmE8NQbNWKKBRnzz2S399oNOj1ekxPf2fsE4BcVvL2P0jy67/XZqPS7xUu5iVv+d0EicRjGfh/OcwUr+aS0vWcLH8ZUzporYh0yPW7f4Fs/N/P/f5uYW/8cdxV/zzOiIPIdTBX04ilBCV3P/9z+E38lvo5TqmTJEgyFg2R1ilqskk92uTt+b9h0tkDl/Tt3ebm5pibm2NxcZGxsTEeX7qWz/HpnYeVioVUd63TG/E40DzI+vo6q6ur5HI5xsbGyOfzCCHI5/Pk83kWWvO86fRvEG4ozFWLJ9hXsTq4DqMmc6lZRnOjdHJtKqpMUIv4+eoriLYi/rnyBSxsRFxQy1axMhavyf0/HHIfx6vTr+QzqVvw6RETMWpsIX1JrVvjJ/2X8M/eFyj6RbwQZCgQSmAqi6ZuIaTAsixisRiWZWHbNq7rEo/Hd/TOIx3x1uht/F3wCQyMvtMST+SF4oWcjs7iSpduq8c/zX2eSrnCiDvMjYdu4F32B1GRphG1WQ7XKQSDbPbauNKk2Eoy6ueJcgYnBtf5nbn3c7bpMRLLsVbvIOsawxA0bUWq11d02ZQ+mcgmZjqMjWXYavRFpWJGiC0VNb9PqbjgqJN3FJ7vooRFPK4Rvok2wfcEptFPMHph3/cyCg06SjG/6uCYNV76IpMDl1gsrfZotS8E2JCZsWXavSTlrRzC0ARRv5dXa81waZVez2Bto7CjGx6PdSgVG5w8N063B7atCQMYKa3TbMXY2EoQBhpDCpSCgXyZTjdOz08QhHD5ZY8sn6ytrSGl/Cba7Ox8yJ33+ViW4CnX2AwPfvs69hWXm9z6kTQnz0T9pqDdBobx/W25fyyAP0ogheQlP/JHHF/7IkdXP4clXa4Yv4ldhat/IPN5/sDLOdz4MtWgTMLJ0Bgvo+smT/V/lrPHZnmm/d/RzvvIpnM7KwYr0Owx9zFh794ZJ5lMcvDgQRqNBufPn2d+fh6xaHJN7nruLd6BsCURIQJ4bf7XuXzkEP60z+rqKsvLyxw9ehTXdZp9Z+MAACAASURBVBkeHmZoaAjHcfhw9G6WRmcpjQ+i6g7ZSor4cozJ1V3MpF7FbYUvcC5/hkwmx/8YeBXPHezz4Icbw3xs62+p12pMlCd4/NrV9ITHe813U4tVKGVLeIkes/HTtN0R8nYebWtuNG7kH9Tfc4pTpHWKZbVERW8QEHC5uIJLrUuxxbdfin80+jgfif6WIYYwhIGtWrzP/yCf7d7GVG0Se8PEbNqY0qRR6rI1VmOXPc273LdwZ3Afb9/6EJepQyRVmvvFHInQZddqkZ4ZsDrcRtoW97VOMmJeAsByrc3uyKBngmHDTMchkoKK6XGlHCBrxWjFLaZnAryNOF7Q36ht+BZCaxwjwvNcZuIm59ZM2l6AUCYijEi4BklLYBj9zFYpUJ7ZZ6gA3Z6N7zf5lT/c4P1vHuTppwM2qyFo2DW2hGWGHDkzBkJgm/1OSoB4rEsxX2VhZYRmu19+EQImhtYRUrK6MYBhQBBoEvEWiXib03PTBD4gNLarsYwuMbfFwsoUna6gkBO89CcvnpsoiiiXywwMDGA8TLXq3X/T4T0f6uysFP70nW1e/6tJnnPjt5aquADTFBzY/4MLo48F8EcRDGlycOSZHBx55g96Koy6M/zOrpv5dPm9nOocZsLdy7PTN3Eg+xQqjS5yXrJ76VpW3FO0B8o47TrZmuLHxn4S32viuOlHjJdOpzl48CCtVouFhQVuLD+PveUDLObOkRpJ8qzC89lnXgr06/CTk5OMj49TqVRYXV3dyeLz+TyHrbsp5IogIMx6hFmPKIw4unUn/y16MWPlcaLVCMuyyOfzrOf79c5nZZ7NszLPBkApRavV4mztDF+p3EapNUh6K8emrKK1wjc94rE4P5X8GTYSG/yc8/P8lvGbHDbvpWO2iEyFJS3KrPLb4W/yh+Zb+puBWvOQPsYD6n5SIs1T5HXkyPHR3scY7JVI9BKYbYNqo85VzSuwQ5tBSpx0z7I6VqY50CZhJdkrdnM6Oss90WFusp/D+4PPUjLzhCIi14izf2kQyze5a/g8q0aHoB0wokcJVH8jMgwVSWWyZisGQoMR4XDaCnANiyI2677gX85vESOO6fXIux7agI4ySFshhoAwjNOpdal3zb7SkYxQaDqeRSpmXaBzYyirzw/fRqQMep7m8ENdnv+LZSrbvtyl/BbDAxUW1oZobSsMBuHF/5scXUEpydJaabvsonHtkJHBCpvVIlFo4cTA8zVjI2tEymC9UkRIsG1FGMH+veuAZHltgFwWbn5njKnJi7uN5XKZKIoYHr64qj11NuQ9H+pQzEtMsz+fnqd545+2eeKVNtnMD6kWymP44caYu4vXTLyZzTN38dAnfo9q4818lT9gYP91XHXTbzC2Oca9s//C4r98CdleIGU0OX/2Zla+/gme9sK/pDC4/5vGTCaTXHrppUxPT7O0NM702m6iExHtdI+1kTVKpdIONUtKSalUolQq0e12WVtbY21tjeLWGIYhUbkAv9AlTHtERkRU9DlYOkgURWxtbbG5ucnm5uYO4yCRSJDNZslms2QyGdLpNIuxedYLKwihEYHAbsNycwnRFiR7Nv9Y/hSL0TyXGz/CeDiGg42gz9xQpiJpJpkz5nib8VZsHGaZZUEtgNYYkcEnok/wHPVcslEGGwspDDw8DNugleuwlVrigcRJKnbf8NHBRes2xzjOfnEJnw1u46fsF4EGswGF9QTJrQlafo+VdJ3FgRo2FiYGSmnqukE6ijFmOyil8FXIpVGMeCbJardCMjDZqHvcswlB6GIZFu2gx4ShafYcMk6M3fEGQtlsVpLsGurQDcy+hInWIBQREe2exHH7TjuuEdDlYqYqhSaMoNnRHD3p0/U0qbjPvskF6q0kcyvbwVNrtp83JOMdBgtbLKwOE4T9Mo5GMDG6jmlqzq8MkUqC5wssy6NU2GKtUkIYgnhcISWkEopDl21R3hrgta+K8/KfsZmaeGQZZHV1lXg8TiZzkZ//1bt8tGIneEPfC7PeUNzzQMAzrv/WjlSPBjwWwB/Dt0W7PM/hm38Zw3JwMyW0UpQf+jJhr81Vr3gHfuMI9cNLKGeKUBt4hkfkL3PHrf+Hm37+E/8qxS4Wi7Fnzx6mp6dZW1tjfv4M9957hkQ8x/jEDENDQzvNRBfePz09zdTUFEeWv87ty//MQG0EezOOkopKZpWnDz2LMAwxTZNiscjAQJ9P32q1qFarVKvVndLMhTFbiQ5pN4eZsgjjIXOJU9RiWyg0SRnDESb/FP0dXdXimH8EP/CJB3GM0MQIDOpRFRFJWqqJUIItUSNjZhgyhkFCx2jzKeuTzDh7uMu+h2wsy5azxVHVV142IosgergzkMbBxtM+NVFnrDdEtbbJc89fxanaHNIR9MZga6mHEhHa7AuXFVSJrgoYzcZp1nsUTElMKcZ7Nk4ywWHRQWlBoZWl5QW0DJOsmUIoiecpYo5HueMQdSJS8S6LtRSGln0GSfANYUIqVAi1jotCkIl3qLbSF6ZPzPLxfIswEnQDcGTA5XvPEkQGx+em+hV20Zea7VunKnaNLxCEJkvrQ5g2pBKakZJipLBOs50jVDGCSOP7mqnRdUCzsDqIEGzTFOHgJRWe9TTBcnmUr9zt89Z3hfzETQ7XXm0hhKDdbtNoNNi1a9cjrkspv0Wf0cNeezTjsQD+PYJaWkTdezdYFsYTrkUUvrXxwqMdS/d8Eq0jrFjfFFlIiZsdYuvcfbTL8yycupV0vIvllun4CTp+Ak9N09qocu7MA0xM7COol7EzA5hu4pvGl1KwdP5jnDr2UZRK0vMTLC5cxdjEtaTTGYaGhiiVSjt0LyEEPzv6apYT5znc+zpuI4FbTbK7dSkz8wf4wLE/Zza8m45TZnJwDy/Y+1omU5eSSqWYmJhAKUWz2aRer1Ov1xmsD1NaGcLEwhCSIWucXHyAbrzDUHwUGRfEnQSft25FxyM2RYXWtpMPGqpsYWJxJVeyyhoVvYlGs1fuY0D07d029Aa/aL2Se8L7WGIJW9uEKkJqSUkUWaOChYWnfZJeilw7g9O0GG4UuTa8inPmOZ6deQrhoOTzzl10vYihXgajGOMaOc6x+hKLqkZAQCPUXNK7lF1bBilTY44WOW1r2vObPM6dJmG28WnQE4pAtVDtBIYGUyi6PZu96Rqhliy0kiRlBAICJUBt67CKfhYuhCaTcGm1E30NlI0SSvcjYSbRptntGzoUMk32Dp9HacmDZ3fjhfZFxTBgZERDWCefaXJ2YQLTNBEC8jnJW99Y5Ytfhps/MYzvKywLdk9rRgplVtZzZDMulinJbjvxXf+ETT71Tw53HzNIxiOCMOKOuwNe87IYv/DTMZaXl5FS7kjuXsANT7J55wc6+IHGtvqT63Q1liW4+orvHyXwO8FjAfx7gOBv3kf4nnf0d3eA0LIx3/hmzKdc/wOe2X8cna1lDOORF7EQAmkYeK1NpDTRWiOFJum0SNgtOn6MWgD3f+mfuOv8H5MKq6RUg8nrXszk816DNC5edsePfpSjD36QZHIQKU2SKqTRvIUozAJP4uzZs8zOzpLL5SiVShSLRWJmjDdk/4y58AwruUVGZsaZMnbzsYfeytHm50mEJdLdGdY3W7zzzO/zY5e+momB3aSzaRKxBJlMZmcJfUAfwGob/OnWHxK1QlqNJrFWjMnKFAmZxhExEmTJW2268YC0m6Nn99C2wjM9IisibabJmwUqxiaG7AegDb3BgNEP4EIJBqNBPsD7uMX7DCeCE1ztX82D3aOEvQi37RDvxYh1Xaywf6wDI+Sy7CU8Z/hZlAZKxGIxruEaXhfVOLe5wP81Pkw1rjjeWiFQEbY0EYGmeK6E0amBirOSsDkVbDLcnWRcxshaMQzdoCEMwMAnwBSKxPZm5Kjr4RqKE7UijmNj6B4oQRRYoC6kogoiAy1hYsDl7OwQj5ueZ9/oMieXR0nFPVw7YGmjwN7RFUZyW7Q7cY7OztDzH1mKcB14y28n+MSnjrG5GaPa6B+vRFzwR79l41prPP7KQT73Lyn2piRxFzLJFVIxxan5YVynbwohBDz9ugaZdJcTd0wx8jD2SBBo3vPBLjc9y2BtrV+ie3hPAsDMpMmvvDLBW9/dJlIXHO4Ff/ibSVLJR3cK/lgA/y5DnT5F+O6/hHwBsX2h6G6H8Hd/E+NTn0WkUj/gGf7HUNh1NRvHb3/E31QUILo+HD7M5LygtrZOL+8jTBuZzqP8MnnTxDp9G1FyjC1nki0Vsf7V26hHFpc+7xcwDAMpJceOfIiYm0XK/qUohCQZmazd+04u/7HLie05RGWzSrlc5uTJkwghyOVyDAwMMFaYYsbdC0A7qHNn6+MkR3IYogZBE7vt0G50+cKJDxPe3yOIeuSSg1w98xx2DR8glUqRTCa5PvlULotdxmvXf5LjhdMIJEuRjdV1mFC7sAKHJ4dP47B3P6OtUTzfx4/6zUtjTDCuxzGFSYI0Zco7HpsDYoCGbjJOjDu4gylzmn1iL/voz/kG/RRm1TnulQ9SdWq4A3Hq8QaV+BY3Zq7jLek3AdBTHmd7i0gtSRpxSr0s12Uv593WV9nsNMiEDrmGRWF9EKNjUjciloVHLJdHK48vnT/HsFUkaVuMWpLzSBzDoBMpwkhj64hBK2TLDDi+VWCjE8OxFLFt4Sr9sA1KtAGRQaTh/tMdIj/G3HqJ6cF1cskWKbdHOt4BJRBSsrxeZHZxjEgZPCL1Bp55nc1VB1ZxkJxeuIRde1wOXmryshfH2NiYZWVFIc0JDKPf3SiISMZW8YIsWiRRWuFHGsvSJNwlFlcs2t0cyeTFXgrL6hMiDz+wgmOqf7V1/iUviHH9k2zueSDAMgVPerxFJv3oDt7wWAD/riP66u2g9U7wBhCxOLRaqMP3Ylz/rXUyHk3QWuP7Pr1eD2P8GvzcJVRrFYSTJlQa3dAk6yPccdsXCbsdIn+CbhVqeQmbHnZ2gqRv41sdqDcIoxpBLEfDnWTtgdMca39sJ3iWN3KYVgmjB+gQsXwe2W5D6PG1D7+BRDrHNS/7M6amrqbVarGxscHGxganTp0CIJPJUCgU8NwqQguM7YYYrAiyHbaM4yz3/oVLCtcQ81LU2wt84cTNNLdeTMLO0o2anA8e5Gx4D9ra4JrhQzwwcIrADAlSAQ9xmCe7z+AXU69hRS/zx/4fsqTPIyLBjcEzOO2fZjlcJBtlEZGgE7UpqzJFBlhUC/R0j6FokM+Kz2AZFq9L/RqXuPt3+OK2bROKkFv8z3Kr/zmKosivWK/l2fbT0Frz8c0v8GerH2G+XaYdeqSNJM9pHOKZ5hX8fvpn+JOzH8XyJO0urAWSJaeHgyDjGTxYWaWhDUJDstRo0Oh2GElKCpkUYbkDCFIy4lCyg6sFJ6s5llv9fYduD1JceKjqbZbJdhlFaogEke67xJ+v5Gm24uwaXqdQ2qBSS3N+fZD1rRydbnwnezeMnUUpUkAm0WR5eZlDl0/wwh8f2bn+Op0OKysrDA8PM26nQTdQSpOOryFFwPm1EdY2FAcuMRgckEhqHD5S5fTCBAurIeeXI2YmTAYKBlr3bdx8b4WBfJrUt0mghgcNbnrW90fD5LuFxwL4dx3fxmvy3+lD+f2C1pput0ur1doR9+l0OnTabaLlJXS7CYaJLS+DaAGv18YayJJemsOxHYygQ7Q6i5QCsd6lExXAtcnVa6ybFaLyCsKQIA20Uihh4hUnSUWX0a56NKKIWHKSdvMMsVgMVWuiPYPQGcZIuNRjQ2y222x86M+ZuOr5xGIxYrEYpVIJIQS9Xo9Wq8W5c+fwlYdTnkQlBTIZQtwnkj613jolaxTbNSDWIZ6FWneJduk4M9nn8IEjbyPsCno9RSYcRawInp56Js1Uj3ashbZ8Xlb6RcIwZDI2xbud99EWbSws2lGDv2u8nw9Ef8VmfAEjlkAKkx81fhRXufxD75PsYheW6D/MG6rO2+Wf8JHMJ5DiYnZnY/NC5yZe6Nz0iPPz1cZh3rL8N5TrdWI9iyE/hdOTqPUmX7bu4SbrBi5JzfCZ9hzLlk9gGKhIkA/7t/WabpMzspAIsUMbwwvYaPVoxlzMSDDh24y7AabvUFaSZa/f+SoRKA3RhcDLheAtLl7DGoSS6FBCZNDoGkipmF0d5t5Te/pll2/IuKUA0+rrqVhmyNrKGW79YoxXvmwcgMXliDNzAd3WSdIJydTUFLZt8Pxn2dzy2Ta56WW2GhmOnYiTSWlKxf74YbBMt2ewWs5jW4IggJOz4TZnXHBof51k3GN8fM93+xb6geOxAP5dhvGUGwjf/150GCK2FeN0t4swTeSVj/+OxtRaw6lT6PU1xPQMYmLiOxrH8zzq9TqNRoNGo0Gr1XqEL2YsFiOmFfGP3oy1uoRV3cJaXsQxJfbIKCDg4EFqjTJmoYS/dIZwaw1hO+jARy5r7D2XEm6u040W6UQtLGJ9poHW2Bt1UmcXSa7X6RkWjdIkqRuex0PtFTqdLvHqCra3iik6DAw+Dmlt4Ecerbnj+J0G0eAM3vTj2DAuNmYIIXAcBweH6fgVnN18ALGmiYIQz26TccYZLMygLYEw+sHHMeOUvdPc1W3TzS+TtQepeueo9Cq4Xgo7TJKVe8nVCvgRtDo9jiweQWnFhr9EQ1dQTsR9+k4Cs8duc4aWUSfp5njV8K9zwD3EGzq/zYgawzadHcZFhiyVqMxs7wyTxjRRFO204F9ow/d9H8/z8DyPv1+8lV2NLAOegyFkn5oXhdSDkKOxdSr2vbz22h/jHZ/6v0Rq29E9Mkgog57UhCg8HZCz0+wfLdGu1RCNKqIW8ERlIk3B+WYMPIvBRBcVCZAK1zTp9DT+dtnDMUOa3oUDDkQCfBeUAVogDcVlk+dx7IAHzu7ul0u2s3YhQQsFkcQwBbYp8HpwcOY8SkV84nOT3PrlBmGoKVcUI6UqeydXaHtTvOblEc97uua3fiXO3ukl7rlXUW9PMTkuyKT7RsOGbBBGVTaqYyBM9s4YzC0ouj3FmbmIn/hRlxc/bwvXif+7DEv+/4bHAvh3GXLvPsxXvJrwr96JjiIQAmHZmL/7pu+o/q0bDdT//lX0gw/0d1eiCPGsZyN/+/UI00RXKuh77wHTRFzzhEd8RhAEO/S5Wq1Gt9vtz1FKUqkUIyMjJJNJEonETst39w2/QXjyGBSLhItzaKWg7aEtG7nnEoLD96ATCgolCHxEEIFU/bLRNudKq4h0GKdn9ggjDykMzI5Poh5ixOKYhRJJwF0/x8jtn2L//3oTD9x/KwvVDj1nnHgsRdsMcbsVwtm7sZVHRsUQC/dhHP1H9vzae9HZIdrtNq1Wi1arRbPZZHfiR9iaP8qGqBMZmlQrR2k5ibHqoIaKYIcIx8eXHYbyl3L/uY+RKK8TqlWKhTQbKY+u66NqC2x15oiIcM0Eg1MvZjp7CX915ndZ8echMlhv15ChxZAxhR05DAAd1eSBlfvwYxExL86wGiEmHi6iBDESPOScYFmu/qvn3DAMqqLFXLjCZrJFOdWiqQVbQUiyHcfpOcw5LY6s3M/nlk9iiARCSFzLQklB0pd0UYDACePk/CHQPnuMCIgoODZrYYyjFZtK02bGbRJpuaNV4gf9B13X7wfwmO1DG3ZWlz23n31rMGTEZRML5FItTpyfoNGJb7NV+m8Xgn4dXfTNFwIf9owvUcg2OLMwRddzWStH+AHkMiGF9AKr5ThHzxY4drrJjdd6vP1NNiMD67ziZyfYv3+YN7+tzSdv7ZGIQ9JZolm3WNscxHEEpaJkoCip1TWuI3jTbygeeKDF2Nj31hzlB4XHAvj3ANbPvRzjqU/r0whtu08j/A6f/uqtf4K+/zAMDfU7/ZRC3/oZ1P79CDeGessf9YWWhQDbxn/j77M5s4tKpUKj0UBrjWmaZDIZhgcGSJ84TuLsGeTEBPLGpyMe1tCgfZ/w9tugOIBu1tGddt/GRGnU8iKUy8ixcaQjCY4chkYDFQZ9r0HHQQ5OoptdjGqI0YRSbJha0aKZiEj2enQzPcJkFqSNgUbkSoSri0yE8Lzn/zJnkimOfuFmIiNOW8XYbDrozBWkhI+XHCKpPaLaOmuffie7XvPHJJNJBgcH+3PXmjMP/iPL7RUm4iP4gU2gLFpGlV6zSZjpIHsSKjWynsX5E4cxRJbIMMHoYdaa7EulmM+XIYwIHUiZRcaMKT5z5s0c2PMCZq17KA6P4AmPJXECqWDTOMee+OMQkaTrd5kV9/GTpZfS6bX4i9bbyetC31lH90soJTnIlckrkVLubOSapolpmliWhWVZ/PHyzdxauZ0Vo0I1bOCriKiTIoriJCMDBLSMEKVBEWHHA1pNgyASxCyXlCFYCw0yy2MMEiNjVNFC0bUUKrLoxqbwlMlWvU3Yk2BLUNvhWUlCX0ArSRia9Dyb1LbOuJSCqONAaKEB1/K5bGKRpNvj5OIY67VsPzt/2Ialjvo62SEay4RSpsxArsxyeYjljSKGAKX7dfbhwiK2FfLQ7G6kFPR8zfHTIR/86Bw/coAd8amXvcTli3f41Oo1Csk6y+URPF9w8BKjnzABfqC44Vqb8+fPYVnWN1EHf1jwWAD/HkFOTCInJv/tN34DdBShP/95+PQ/gOehv3YHzMzsZA9CSnQui775/ehaDbJZgliMshtj3TBove+vET/106QKBSYmJsjn86TTaWg2iV79Sjg3i0ag0Oh3vgPjHe9GzDzM8eeClXitRqQUvViCrhvDc2L4tovnuHhje2m3NgkmLIhCtFKYkYAghuEFGEN70EMa1W4gIkHoFiiX2uh0F7M4hHQuZqVKppi//SvYX/wSpmUhiocIq/PYyiNqrKOdLCK5myXDRmpNPJumdvo4o70erusSlFfw5k5ipHO0Nh4iZraIO3UAIi3xXJtytUvD6yIqLQxhkXDSbAbzSOERGDHMaBihR7G2Qoa8PTgJl7RIY1kCYYUEapU75j9CslDsUygv2K1Jm07UIhA+lmUTyB6OY1MoFHiOfh6nOif5tPf3/fOGIC/y/Hr6/zBujO98/1pQ52z3LEkjyT53L19vPMgtldsZtPJkrTQPtE8T+G201UarBPHQxBeKUIIh+jVp0w4p2WmCXo/hQDAaOKSbMXa5Fl7oU9cGS6FDLtJMOjEagcnpcxFGZCG04kIbkSNMPF9CK4lUJkpArRujEG9jagtLCCJL4PuagXSDPcMrCATH5ifYbKb7NfJtw2K2v7UGwrDPqR7MbTI5uMT6Zpbj8yN9HZSw//DNp2sUsxUW1kZodRNIAZYFA/kmp86s8WPP3Y/r9rs9hwcNPvgXaT7wkVMsLDlccfkYxkkFot8CX28oHFvwUzcFbKxXmZmZeYTuyQ8T/lMBXAiRBd4LHKB/1l6utf76d2Ni/1Wh3/T7cMunIRYHrRDLy31JtgMHLupxGiZ6ZZVaLsfa4BCbjosSgmTgM72yQglIXHXVI8aNPvgB9JkziJGRiz1/mxWiP/oDzHe9F6/VojE/T+XxT6axOEdnaIJervSIMWzfw/Y8kqfPkJ/ZjQy7GFrhaIHRaiIXFjELeYxYDKE1YW2DoLyCOKWoXTqBbHZw63XoeYTZDN10Ar1ZxVzbIDBMAsOkGIvRe8LTaZsK378Ty0wgDAulBaGQtIkj01m+8pWvYJ66D+PBr5IMuySDLt2iQg36O/M1hCJmdCk5Hfalp6l0yuCMUfUjiLJYWkJQw0/ME8kWUSTBzZGLHYKeRdQ20DpC+BLHKCKrSQzXRIgGA+YITbuBZUqUoahTYV0vca26lpZfJWnneF3iV/lx90UcDx8iK7JcaT1+R/RKa83flf+eD6x+cOf3MXeMjDWFJQykkDjYPC6xj7N6hYV6HdGT5HoOQgiGvRhuZJCOXHJhjClZohZ1mHQLxALFMdvFSQ/gaRMZRIwakmx3i7xr8sCsT6criMckvg86NDGReB0J3ThEJgpAwFY7zlCqSdJq0+glGS+GFIfWSToNGp04JxbG6frbexLhheD9MMbK9uZnKV1haniJja0Mx+emMaQklRBs1TSm4bNvap5WO865xWE0YFuQjGsGsvMI4TI+fvGhByDFFo8/1OO5z9jL2maS80sRX78vYHk14pk3OLz8JTHajROYpsnIyAg/rPjPZuBvAz6rtX6REMIGvn9unj+E0GfOwK2fgcGhiz28+QJsVKBWg1wOBZTDkKUnPol2q4llO4x02gx1OyTCEF2rIrV6hK44gP7cZyGX2/ndl5LqyBi11VUab38b3fvvhzBEKIXjK9K1LUobazjdDq7Xxe31MJXCDDXakIhMCpnOgOGAATprEc6eQY6OIrb9DRkcg+IwamONoZe/ns7/+iVU83zf1FZrtGmgBwcxZrIIQ6K9DuGxe+DL/4Sc2kt5Kse6WEAXx/ENG09J2p5PbPeTaSzM0pifg4HdWGgcFRJvrNLeWkRZbZKJOAJNp1UmW9pLt7FK3HUxrRZS1qmqUxh6GIIMGZ4EKCK5Rjm9AvkVLMOlVV+jVlkhNCwSqsBGKMh0Rul2WoyocZqujxLgLSikTLE3fByL4Tn+2Pof3LDrpymmxjAMg93mXqSUrBgrSNnffDvTneVjSx+nZAxgin4zVG2zxkp0hJyOk5ImQkHQk4yVhxjyi9iRxWg3RtuIsEMDJESGJOam2ZIGD60n2WimGQwa3N+QTMZN0q5NYZvRKnswkInxlL0lPr5aJlQaKSR+aCA0GD2HyLNhe4VhW4J6N0MQbTJTrOCFXR6/y6PrCb52dJjFjcJFjrgSD2v2uRi8BZrp0RUmSmXWN3Mcn51GK0mooLKlEVqzf/c8UiqOn5tBbysahiFcsb+M1l2e/KRDj8iglVKcO3eO+4+ZfORWByH6JtLFvOQv3pxmesKk0WiwMLfJ1NTUjv3cDyO+428mhEgD1wEvA9Ba+4D/7f7nMfwbOHFim2d7kWIm9uxBm1OeiQAAIABJREFU33MPammZ9VichUyW3sgYyafeyN53v5OSY2NcYLu0O4jVNcTrXw+/8zvo666H170OMToKjk3H89lMJNl0XZqWjdYKKwzJfOELDDsOaSDZ7WCsrRHumsa//16k0tvzEQglCS2HTipJb32DoNnBi8cJlCbodggn9xAZNjo3gBISjUYrDbEU8m8/DLsPIgyBMCSmYWJtbSFMgZ3MYasQefYMthY4lokTcxlaqGFYNZpBC+HGwDAYuOHFJLMzzH30z2n4Ht3SOA0zRk9aNHNTRP4AVR1nq1rBll2GRm/k4I2v4sTtb6G2cgTTckkYaVwp6ak5DMMglc3RaUuUX+SA8WzOLN9OM7ZKrX0CbEmGDJerEl8zjzAbOwKFGBKTRJgk18mwFdQY1BMMJktoJeh5Xe5ZuoUbpl5GGIY7bJOHM36+VPkibs9BESAMg5jhEselGjQJpOyXbwzBeq1HjxDiIIRJIwyZtVvMx9p0LUG8l2WfG+PMSUGSNKV8jEyvh1eHB5cqXDM1iG0aKK2JlOKykTzXD45z5GyXXMLinhNt/MiCwMJB0NkJvv3SRzbhYUjFwbEV1ray3H96nJWtEo5rIYRCR9uBW4sd5sn2lYttBuyfPk8u2WClXOLMwkQ/4KvtDB2YHlsml2pwcn6aXhDb2fyMOR5SL2NZBYTMs1FRDBT798X580vc/rU67/u7KZAwPChJxAWbVcWvvbHJx9+TZX5+HsuyGBsb+17esT9w/GceTTPABvA+IcQh4D7gf2qt2w9/kxDilcArASa+Q/rbfxnkct+snhNPUL38cmavfQrtZIL06Ch7n/FMCqOjqM0K+v1/jdYKlEYsLiFSacjn++N85XaC225jfWKCVc+jaZqwHagny2vk5s6RbDQxxsYhm+1/3gUlwDvvwi9N0vQ8Ookk7VSSdjJJ6Dr9TU0DtFLIIMQKAiwhsXsB1soKslpFxuKIeg2iEGFY4HkoQEtJZJhEAyV60iDQEJgOKjRQI1N9Zk0YYtsu8WCL2KZDLEjiWoLC058Ln/sa0dKHSVXPEY985NwxxKWHaMfTNKVD1Qth9Cn0hEBKg9DzOHLnvYSJJ1Pxy7gaXNtgKJph2T+OzKYIwlVyhSGuf9IvI1SJ0tkJHjh9C7IXpxDXDNSbqPUjXOV1GElrmodGcNID5FSGE+EDxHUP31xA5vsb1XGt2fQOc8nlv0fKye+cSq01SinuXLuDL0Sfpy16WPSz75SdYiqzi62wypXZG/hi7T6iSHGmF+AkDS5L7iIVOPi1Kj3bwjHi5Fuj1Ho9Tm91yDLBgcESRtBBCMElIznuXaxxcq2GKQxMKXnhdIE9pQwHDmYZLbjMrXYJQ0UvdCAlSDgBXhDHFAGlZJPBbJOU64GWlGsZup7L3FqWIDRo9RSDRYOpYZu77w+3neO3qYNoBvNb7BpfxpCKU+cnWa1sl+MeFrxLhS0mhtdYKQ9QbxXJZ/pt8Z2u5rKZeZSSnDw3wfF3dPnzv+7y1jemuHSv4s/fc5q7H4yzuJrGNBVr65p9eyTFvGRxJeLBY1vUtraYmZn5oc6+4T8XwE3gR4DXaq3vEkK8Dfh14Lcf/iat9buBdwNcddVVj65OlkcbrrkGikWoVKBQwJeSs6bJxu49xJ79bA5edhnFYnGnNGL80qvRT70RdefXYL2M/PBHYLwvlN8yTZayWcpKoWIuqWyW3ccepHD3nTimCZ02wnYQvQDR6hA97hCNVIrayio1N0Zz336UlBAEmGFAot1mcL2MiybmeTi9Lka7huF5SAVGBMI0CUVIaICOueA6GIaDsV4hlAptmn2qYRjAcY12HCIdEp5+kGhoiG6zge+4+JEisBL0bJtqMk1oxyCT5f9j783jJD3Leu/v/ay179VL9b5Nb9Mzk2RCyELYAsimATkIguaABBFEQcVXDKB4VI4YRBTxIAgn7MiqbJJAggTIOjOZrWd67+m1qqtr36ue5fzx9DKTRXnj8X0D5Pf59Ge6a579uet3X/e1/K65H96LjkUg1oWnWMK9vQrlIq3FOYLjB/Eml2lPJXFdWCGPTEZzUYy1UVY0VJ+fzsPPJrX2IIXNJBg+2synE9qCyOVXMXD1r+D3+fF6vXR330grex8XlqvYSUEhb+A2dVSpSWzLpu1Hm9Sv6oDcGpJcQKgmim9fqMve8QMr0iM1ZAwMPnzubwgVQa43QDYwQhp5KUeqmSSkhXlH/2/w2maa48Vz/I+1f6HLHcMla5TzJRQbLAVcks6RWC+2DXObJayWikAg2U6LslLLwiPLlPOCgPChSx7mZgusdNY4qsl85C0TvO+LF/ib1TUaNQ1NWAwE8/T4SwQ8FUBQarjI1hMsL7fRKMNlI4sc6rnA3EYH2+UgvpjMp9/XwdHnp8mWDCTJJB7J0tO2hc9dp1jxMnthgErVjSR2qzCdsRvwlRnrX6ZQ9jG/0ouqCSfLxYSueJKAt0zTHKa9zQl4lys2b/+zMjf94iobyRbp3AiaKqGqYJo2c4sWkbCEEDZrq8tEQhorySh/8eEsNvDql3i55ugTVxb28eI/Q+BrwJpt2/ft/P1FHAJ/Eo8TQtPg7z6E/Y5b2N5YZ7atHTMUZuCVr6T3uuv2dLIv2Wd0FHl0FPs734EvfYlitcoFXSfj8SLbZToyGRLZLL7ubujqwd7OYlcriMOXYwWCZDY2SNs2Wd1Fy+tDBIP4qhUSqSSBapVAvY6WzYCuO0FU08Bwual5vZTkKA1ZoaHpNDWNlq5jqAqGJGH5/djdPVgrK9DfxBI2CBvJspBNE9kwULBR3C6kWhGtVkETAlc+R6xuINfXwXS6uLR0nUowQtnlohSJkfEH2Grvx4p34y4X8ReyKKkk+vIcocgAqsuNeuY4ccuiEYmTPXIlmWyN5gmTDn8YVyaJzxPAlDWqmkTmgeNUlRh6n1Op53K5cPsPIqwTyPk8DTVKSZtEM7Mo5jlMo450/3EsVSEWhpW4gVXIU3WncftiFBtpxmLX4lYfmfd/cutB0ptLSDYokoxpGmhJg2ZEkNUzvHv4j1AllT5Xgj5XgrnBIv+yfB9xVaFVspBNqNCieyeTRQjQdJtK0cK0bLbzdag0mC1XqLVauKt+2mJB2kMeRLPEV36wwc89q4VLbvCrT9MprwseOrVN3Fcm5K6xkOxgabOTrbKHmuFCbbppVTRAcGJmhIn+C4x3b9BobYPs4y235OiMNOlrrxPwlpEki2pd59zyALliFIEj9Vpv7D8Dj6vG1PA8jZbK7PIQkixjGNBo2AT9FQa618mXwsR8+0F0n1dQKhU49tAG5UYHwaCPzbSBikCWBc2WTXrboj1awK2X+Kdvd/LRz+WcydSGT3ypyq/9kocPvDvCTxMeN4Hbtp0UQqwKIUZt254Bng1M/9+7tJ9R9Pay+Ed/zOr0NH63m7Grr75EF/uxUI9EWJRltjQNtdli4NRJuhYXUTQNxsb2thO1GlXdzYassqWotEbHUNJbRFdXiKyvEV5YQNkJGAlFwVQUivEOihPjlMJhSslN6poOqoJdr4NloRgGWqOBZhi4anUUo4lcKiIlk4iK41GzhKClCixZwpRkTEXB8PqoDY7SsEyMcgnb60ZsbSFkGVc+h6dSxlst469VCOYzhAwD1paxolEqXj8FX4Cc10O6vQ+rrQ/V3UvTpRNeOIfeMhCmjWdjA3fbBRLRKIWFdVYDPsptPVSEIFLJ0X3+OMp2CvPMvYinvxj1F19DTfcgGEJzjVKRHM0VAzcN9QC69xB2bRHqy1iaRLhqQlOQcmfZypwnpBygIzDMSw8+ui1zYu0eLNPEpXkIotGkRVO0COUsntv7fKbcU3zxwe9yz8JpPLqLp49fwT31JU6cSNFpSWi2ilwLExtwyM20LDy6xA2Hh/jWqVXkQpU21cbCRLZUQmhsZ9P0+L2EtQqSUeBzX/kuc4stltaarKUkcqUAhqHgcdU5sdyHZTmWrBASrYqyU0IvqNddHD9/gHg4T1skRyxUQqZEZ1xgGDqZQoxUNki+FKCjTfDO3/aytW3xiS/WMA0bZJBpcHh0DoTg9NwBbFtjdEhmbERmeaXFYNcymqqRKw9yaeGNRVtoCVV1kc51EYtKRDMS2bzTod4wnC5Er75xi2xR46Of9+LSQVZ2g6I2//i5Kje9zMflU4+vE/0TEf9ZB9GbgU/vZKAsAq/5z1/Szy5M0+TcuXNsb2/TNTbG8NAQUjLpNA18DD1x27ZZW1tj6f77IRSi/8IFejIZZMtyRjXs7ZvXNFb6+8kGgkiyTGxtjY70FiFZRtTr2IlOhMdLfWKC7e00GZebYji8E3wTuDc2CBTydBRLeGpV9HoVd6WKvNtWRXKySywEhiRjSzKWJGGJnYWzbSFbFpJloJgWwucDrw+70aC5sEhzbILShWXKPhdlISgFgmTaO50qT9vGVykRzKQJNWr4tlL48zm6sDCCEXJmi7SqshmOs+5vJ5iAtq0kkWwa8dAZzMsOEWhVGdjOYJpNtiQ32y2LTHyImOqjrZrDc+4Y8ocuMPB3X0boOlOTI3z9PTfQsGVQqghXOxXhJd/sQvJ34fXKKJKMtwRt5RY1M8+BthfR57mMtYUtNC2Pqqp7RTqKopBOp/CKAC2jhSzJ6EJCFSpNu8Y1oWt51z//A6uZJF7dTbqU49ZvfpF0ycdUvJdAvUqrVket1rmwlKK9I4CwLH5xaJyXHOhHbJWZLm8TVkyu81jYwkbxbNFsWTTyBRpeGxX44l0aG6kQyW0PW1mHAiK+ElP9K0S8FTJlP7ahIDW8TtDR3gls2oAQpHNh0oUQAa9MT5vKWtLJu7ZtxzumKjaykLj+qTrXP1Xn2it13vQHJWS5xsTADJZlcWpmFMNwEQpKvOAGnT97u5e5ufPMzsHp2QnueUjB57XweHZWndYa4WidF7/gMP/2oIxh2Az0ysgSZPIWfd0yH7u1QiHf5Jt3d2NZIF/UYUdRHL2bz32t8iSB78K27YeAo//hhk/iP4Rpmpw5c4ZcLsfw8DDd29vwi78IGxtOcc1TngLvfrfjI99Bs9lkenqafD5P5Pw5Rqo1XLLsVGZalkPcpTKVep3FeJyMYaK5PQysr5EollDLJajVwLIwOjrZ+n/eTvIzn6bYaEB7J55CnsTCIqF8loBloxoGJBJYKys0VYVSOEg2FKbudlPX3TRdOk1Vw3yMoon98g4Qto0mBGrTQC+WcYfCeHQdP4K2xQtYso1h1GkpKiWvn1IkSskXZK27n1UhcDWbRLJpYqUC3mqVjnPTdNRqNFSVVChEqiPB3IFJXNUKXesrxH5wL6rHhc+jY1vreIVFTIFk9zBb0U6KPSP0CYvg3Bly7/ot3Nc/F/ezX8jEta9i6b7PoftdSHKVZvUUcjNPwzeBKgXxq0VkycIwBfVmk962CSzLolgs0mq1ME3zkmfgyUUYqExSMSuYtrn3YFyKzvwDm9RW0/RpPjAAZOwKuFt1ErUGHtNGKBqhoE6hXmdU9jDa0UFCcbO0tEhCM0grOn5Np2rHOJ9uUKrJVEwZy/ASMCQGg1lOLAapN3Ra5o7SIIJc1UezpZAIF8gUg9BwO7pVtrj0xe1+JqAtJuNySQS8sLmJo6Wyo3dVdUl07ehyv+xFLj7zhRw+1xwet0wqN8nIkJvtjMUtb/Xw2l92mi18+zsbfPt7naSyHppNk/uOmyQ6LdpjdUZ6Nvlvv9DN06/t5K2/XuPdt1ZYTzrpspoqkIXJ7Xcu8LxnRUCKsFP7fyl2uvf8NOGnO0T7k4BSCfuOO5heWCAXiTD2lKfQ8bnPwa23On7ngQHweuGBB+C3fxs+9SknSFkuc/r0aVqtFqOjo7TbNsJoQX+/84OTL3shn2elrx+50WDQtujKZpBrNchlodmkqWmsdnezOTaO+dWv4lFVBs6cIZ7N4q7XoV4H26YeCpGemiLf3k6ho5OmJO34Fy20RgN3rY6/UEJrNVFaLRTTQDZNJMvaq+2whIQlSxiyQktVMFSNhq5RiYTJ9g1gaxq0tcPmOp5SEU8pRzCTJZov0tE0sYvz1CMBsv4A2UiMVO8gm6aJt1oiEYoSnX4IJZuma7NMYn2F7WiUZGcfiwMH2Ojsoe/CEuH0Ns2wB0ux0JoN+hdOEytnSR66joVMloih0vOlT1H78qeRY3GG//bTKE/3sXTvZ2k2a/jaBrn+WTdz7K6PULFdlAw/ISWHUr/A+ORzuOyKqy55vZZl0Wq19gSrwr1+PnrfX+GTXFg2O2mGBgc7DlMqm7RUgaHtxzrytk3RsvBIAhUFSwgstwdD0fiF657JSGcH69stfnSyQMFssl5ukFCaNPROVot5ajurMFfTTbmiIIVyePUm1bqOJGxsycbaSQPcyIXpb0vj1ZqUq14ni9uU9lMDd7rxgKMo+PPPUfnuXYKt1E64YofofT5BX0LmVb9RprtdplTKMjowTyojmF4cpV53I8lw0y+5ec0r3eTzee5/YI5/u8cPSjfdCYnuhEy+aLGdafFrL19jsM/H1VePAvBzz9R5//+qEhyRcbsFfq/A717m5NkGz35GP69+iYe//2SVlmGhyBLNpk2jaWNZ8MxrLg1ktlo2a6kWAZ9ENPSTR4c/eVf804SVFbj5ZpaFIBONMrKxQccttzg1xJWKQ54nT8L4OLS1wdwcnD1LsbeXU6dOIcsyl19+OT6fD/vGl8APf+RY37JMXZY5q7soDQ3T8YY3MDw8jHL33fAHfwDdPZj5Aqv9A6x2dmAB8a0U3adO4d9YR7jdYJq0ECT7+khHoxRjMUgk0Gt1wuUS/lweX7mE1zSR63XH1y0E2BY2YMoyLUXFlGXsXRkA20Y2TRTDcLRQLEcEy+7pBr+fmixTVVRKHi9FVSMbipCOJRCWRSCbJS5tESlX6LCKtOWzGIrCttvHVs8Ai53drMbbaDv5IG1LsyhCEMtmiGUy5EMRVvqGmB2bJJTLMpBJokW9GGmn+XAgtUnwjq+QDLeT7Oyn4gsytHkBdzZN4fdfz8hXfsDg8HMxqyX04UkkVUX1hjh+xwfINsKkGzpDAzdwxfPf/ohXLEmSo5aoO8RxOHgFN7vfymdP/gP5WhbZJfO0/ufw0qlf5Z9P3M0927No3otWMEGF9WqDmMuF0WxhyAp5JGyXm6mhQe64Z5u//OSio1gJaLZM1myyYlexLHCZbkKaF9N2Uwc0WaArNSThx7QFsmQ7AoMmrGeidEezHEikOJELY+00M96DLZyGDrJFwCdxw9U+7rqzRjBok8k4HjRNBUUS1Oswv9Qi6F6np3OdzS03m9tjvO5XfLjdgsOTCmMjMrVajbNnz7K6obOxNUx7+/7kFQpI+PQkplFhYuLwXiedY6cMEAK/TyDLoCpV/J4Uq8k2jp3W+PWbNH77tT7++mMlig0Ly3KGZnsc3vW+Ah634LorXdzxozLv+UiGas3Z5ulXenjXG2P4vT85ZfdPEvj/n/iLv6BQr3NhdJSOWo2udBqKRcfilmXHAjdNmJ93XCiSRDWV4lQ+j6IoHBkYwHX77bC1BVNT8IpXwD99npLLxelEF1bAz+TrXkfb+Dik09gnT8LqKsVMhvMHJ6m6XMS30gwsL+OxLKhWHPJ3e1iJhEm1tWMKgb9UYvDsNNG7f4BH05xKy1oN2+OhDmR9Pkrt7VQ8XuouFw2XC0uS9r/7j7JqlSwLvdHAVa/jqtfw5vL4FZWox0W0XIZyGTuVoiQkMh43mbYO5sNhJBui5QKdqkLA58V1fpquC4uUVI21QIi1AwdJBkL0Ls0STW+BgHA+QyifJdnZxWrPIKeDYfqsBq7kKoawsCwbpVWnM3mBQKXA4uBBZnpGGFqfJ5BOkn3dS7ErZZAkyi4P+jN/jrbeAV70sg9RdcHCappypUU2X6a9/ZF9Px+OQ51HOdhxOaVGHrfidSRngWeMXs4/P/R9SvUqPt2NjY2u1mgLeCjVW0SMJiValFWTt7/geVRrNn/16UWCPgV9x2p348aql7m+q5ulB2pokkxNOM2FhQwNQ6Ut3CRVgNZOiERTBU1TQtgy27kexruSVHoyzF/oxLTYJ3EbMCUkW+bFz9C5/7iJIoOuCFTFRlFA05xUwI1UjUNji7THyhTKbSQzA1SrEmvr8M63OZomzWaT06dPI4TAGxjf0x/fhaYUCbjW8fm6L5GCPXu+xey8uRNysblyaoGwVyFT6NnpwAN/+vshggF430dK+LyCnk4Vn1dQrlr8yQeKvPcdNrf8dRq/VyIeUbAsm7vur2DZ8L7fb/8xvrxPDDxJ4P8ZNJswMwOaBgcO7GuV/Dio17Hvv5+5kRH0zU2GH3jAKZcHKJedY+4GIut1mJ/H8ng4KwRCCA67XLh+6ZecbXFyjLniCsof/9+cuv9+ZK+XIz/3c3hdLrhwAW6+GZHJsBkJM9vWhtZocOjECSL5PPj8OzLPEiu9vaz09QGC9lSSrpVVfDvnQAjsSoVCNMpWdzdZn5+a28nTlSwLT7WKr1wmmsmgNZsoRgvZtBC2tSOJITBlGUNRaGoaDU2n7naTjrWxKSuOUFS9SVBWiJTLxKs1guUSQctiYHGRst9PMt5GqruLtC0IF8r0WoJAcptI5j6ihklOkZkbGWZuaILtSDtD8+dRbQNJUkhsrhPe3mb+0OXMB4J0JiaIb8xi0gIsBOCrlBife4j5gUnmu0cYXD5HZHMNZXAUK5ehefo4zZMPIPoHkXQ3vl/5DS7/b7/CqVOnOH/+PC6Xa6/fplEps33PXRTnpvF09dH2tBvQwg4RSUIi6Lo0pS3uD/OOF76GD931RbZKOQCu7B/jpqt/nmMra9x/z70EohF+4frrGW6L8/3jGSybPfJ2DiwjBHz3ziYRr0a5bjpDCShWoVD1cKCniezSmV5sUq4ApoxLF3THXAx1RPD6DAY7N6lUNFLZGKbpFOjYLXWnSlJwz73w/R80qdZsKlVothzJnkbDpC+RpK9rAyEEJ84MsbIRwzQFlmnxxX9p8Y7fc2GaJqdOnaLRaHDkyBES3V7+4bYyzaaNpgmEaOF1zdFs6kxODnPvAwY9XRLVms2nvtB01BFl6IymkUWJB08P4PIoPOu6/QDl+UWTA4MqQf/+8/F5JLa2LT76TwWEBB73TuGaJGiPKtz9YJWtjEFb9CeDGn8yrvKJiB/8AN71LqhWHedfVxe8732Oz/rHgSSR0TTKuRzjs7MouZzzDdhVA2w2L+3gs7LChSNHqKTTTD372bjf8AaH3Ds7nf+3bYxjxzjz/e8jHT7MkZ4e3H/6p/C97zmBUMNg48ABZuNxQuUyE8dPoDYaIEmIRoOaonD2sssoBYO0baUYXFrCVa3uZR7YQKq9nbXubso+H5JlEclm6V5bI5jP461WETvXu6thtAdZcgS4Ws1HNCzajYs1XC6K4RAFf4BsLMZ8/yALPX1EU0kS6+uE8jl8+TzDhQIDCwtsJhKs9vRyamSMjq0U/akkSrVIyLI5+uBx1vp6WOrt5+zkUcZmzuBpVsGycVt1xmdOsdQ7wEZbAtPtpnfhPIYoY9kGWBZaq8nI/GnmBiZYHJjA43XhMw1aCzMITcM2WggEIhyh/Im/R7/yaiYnJzl27BjT09McPXoUu1zk9LvfQmM7hVAUtk2D9a9/noO33Iq3b+gxh8VYZz8feOXvsl3OoykqQbeTQvrCUBhvNkNfXx8DbXEAdFV6xPO0bIVWU0JgMDni4/xyjULJRACKBPWWH9tKYls1Joe9vOmXYvz5X9dQZdjaEjywaWJZvfQnmoz0XMDnqrORSdCoqo7UiXDe2ta2Tb1u02hCKGgjhEkklKa7I4muNckVwmxu9ZMvuGk0dlNYYPqcxZ/9ZZUXPmeWSqXCwYMHCQQCBALwO2908f6/r2NZFh3ROZqNBqp+iNf+ZpPd2Lw/6Pjgp8YU5pZqdMbXKJYDLK7FeN8fu+jv3Xd/BH3SXiLWLmzbxrYhWzDR1Yd1DJIEkgS5ovkkgf9UY30d3vY2cLshHneINpmE3/xN+Od/hh+nfFfT2OjoQN/epi2ZdKxtWXZI2bYvJW9JojU+zurgIG133EH02msd/3nbRWqBQrDY00Pj/HmOvPzluG++GVZXnetbXibncjGraUQLBSaXlpAUxZkkhKAiy5w8cgRLCKZOnyaa2Snc2UEpFGJ2aIiyz4evXGZsZob41hbywzIs9i4FMBHU3W4aO8U9liwjTBO1ZaA1HdeJvKMNIsBxpaS2aEttwewslXCYVMRRW9w+FCNYKDC4MI+/XEK2TLrX1+gol7gQj7Oe6KKQ6GL8/nvxNuoI26ZnfZ1QLsf02CTTk0c4MHOKQLmIJGtIviiDC7Po7V1sHphCNU0SSzM0Wo4okm0aKIbB8NJZZq54BgvRBOMXzjvvRJIBw2lmoahYtkXj3rvxDR5gcnKS48ePs7i4iHrP7TS2U+ix/XfUzGdZvO2DTL3r/f/u0BBCEPeHL/ls18d9cW70kdEAPo9MqWLg9zpjrt6UkGwI+yxURTA17KFWt2gZNvmiyTOeEiLuLfKiPokX3tBPetsil62TzVqoqjP8anWJQnmIiaF1+hIp2qNZksl28qUQ+aKbVlPQwkRVmoRjZaLhAu3xLLJsUSj5SGWGODge5dS0iWHYl0zmLs3i9u+c4tBYnac+dZLoRemxr3ipztVHFf7s1gWy23nmFvqZXfIyOmLT3iZhWTYPnDQJ+KFzVObZ16wjbLiQHGJ8SOUpl12aHviyF3j4/v11WoaNqghs22YrY3H5lM5Tjgr+7jN5ghfVWtUbFpoq6EtcWkH7RMaTBP54cPvtjrW865cTwknZ29qC48cdf/V/ANM0yQUCdK+uIhoXlakJcSl5KwrIMknA8njom552/OQP669Zl2U2fD66LIvg2bOwtgY7IvamrjMzOIinXGbi9Gkkj8cJlNo2LUni9KFDYNtcduIE3mp154B1kGSl4nYHAAAgAElEQVTSkQjnxsdRWi0mpqeJb23ty9E+7J5Kfj9b8Tj5cJiK1+uU4j8mbDzVKoFCkWg2SzSTQbKsvWN6SyUGczn6FpdJJjpY6e3jocsup2dlhYGlZYRpo+YLDJVLxDJZzk1OcurI5Rw8exp/PucEuUoljjx0gtNTh5kbP8Kh6TN4w2Gk0TGk0036FmYx/UE2B8fwbW0QKJhYiQ6sSgGBwP+a32T4+3cwi2AtEKWLXSK1EcGLCHaHVP1+P11dXaytraE88EP0QPCSO1aDYUqzZzFrVWT3jyfcads2d39vlX/9+jwmi/T3m7z8le1EY250TeY9bx7n7X97jnS2CQI0SfCCIwG++QOHPBVFoMgSqXSLpRUTo6Aw0u1jcSHF5PAB/u4f62wmHUd3s+XYEdJOZkqhMIAstaNKayTaN+nv3tyd8y+xMVotja3tOLLSQSIRAGFz+ZTK179lOZkrOByuKRYTwzN43SXSuUna2toecb+f++I2pcIyuivO8loHqgLzC+By2YRDgo64xPKayWVTWXzuDMVqLx6PB9OE4cFLx9vVV2i86Vf9fPgzZcDJQhkbUvnT3wuiqvDV75RZ32rh90o0mjYtA255fRSX/sTvRr+LJwn88SCXe2x/d6m0/3ulAnfe6VjLBw7A9dfvWbalUgk7HCYUDILf73xzFAUKTjMCbHu/hbdpkrFtfNvbeFst6Olx9MGnpx0rvNEgqShQrdL7kpc4q4Fd69i22YpGqUsSh2dnnRTC3QlDklju66Oh6/vkvUu6lkXB52N6YoJAscjkmTNordaj37LPx+LQELlwGMmyCBSLdK+t4alWcNUbKEYLybKxhaClKDR0narHQ9nvZzseJ9nZidZqklhfp2d11Uk93Fn7yrZFYjNJWzLF4vAwq7191N1uxs+dc1q5mCbBfJYjMzOcHD3A2dFxLjt+DA0LWi3c9QZTp07x0BVXMNc/xGWpJCQ3UYo1aBoMHL+P0uQRVq+5gcO5JGTSSMMTaNc9G6lUJR5sI7u2wFask6ii4qrXEKEwIhTBNlogSehPfdres+jr62Nzc5OCL0wsn0RifyVjmyZClvd6pf44+MJnz/H1r8zh8SoEI3DyWJLzZ+7mT977dIJBnYNDAb743qM8NFOk0bI4NOLn5PF7UDWdT3zdZDNlsp0xncfZ1Fkq2HjUGF7PIq97yxLVagyPJlM3zJ0h57jwNFmwuSmxdiGEZYVRtTp+Xxmvp4aiWLQMiUZTpVzyUq15CQad2IzXC36f01hYVyXqDRtZAl1rMjFyHpde56HTY2ykwmwmmzzzepmrrpRQFEE2W+XkqbPouodsYRjTBE13bKW1dYfA2+MSqe0GwlqkWPayvNlOq2Xz1je48fsuJV4hBK95uY+XPM/DzGKLcFBiZEDZW8Xc9p4EX/h2kR8crxKPKLzi+QGunHI/ylt44uJJAn88uOoq+Mxn9v3VsF/1ODXl/Lu+Dq97nSNMtYu+PvjIRyAcpl6vw5EjeO65xyHhZHJ/u4vcG7vVjWW/n7b5eXjWsxzCf8c74Kab4MEHoVgkPzmJPxBAf//7wedzMldyOQiFSGsa7kaDUC6311cTwFQUNjs7aU+lCBSLzrl3TCsbmB0ZQbdtps6eRdklb0nam1gEkAmHOXvwILJpMrSwQOfGBoppXrRsFo9YLVwMWwhy4TDrXV0s9w+Qbmtj4swZPM3m3nUKAaplMjozg6daZXFwCHetRv/SkhOdk2xczQaTi4s8NDDIwsgw4zPnkGxAlnAZTYaWFjg/dZittTU6jh1HkiTUUB+aO8RYw+TMM55LeStJR6OBvZXE+sQnsSUZDZvhZpVsRx/5pz2PzjMPgNeHlU4hJInAf38T6sB+t3NVVWlvb6dw4DDNO+eRdbfTRcm2aeUytD3z+Ujqj1cJWCw0+NbXFohE3ciyhCRLBEI6qY06d9+1wotudM6razJXTe2vCDweD9ddIbGwHOZTswXshoJoqUi2QssUnDoXwKOpKKxh2xEnoOqGlgXVqo1lCJoNCau570poNHQaTY3tvL1ngUu7/S4RWBaYlmPlfuB/evjm7QZdCYnFJQuvp8zEyAySsDg9PU6+GKJQgPfc2uLzXzQ4ernM+/9CcOKh09g25EsT2ChEwia5vI0sOwtCgELB5ldfukFPF5ycGeGaK3Ve/gs6V13x2G6PUFDiqsseKWQVDsq8/uVhXv/y8KPs9ZOBJwn88eCpT4XrroO773Ys6l2L8Q1v2PdL33orZDJ7bgwAlpfhox+Ft73NqdDr7UV++9vhAx9wyLZUAo/HCYw6OVlOtoptY+g6mhDO5zfeCA895Pyez4Oi0Ojrw28YjnvH7XZSEVMpWF2lcuWVhHK5ff/pTkSoHAhgud3E0un9a9wh26rXS8Xn48DCAsrFkaCLyNiSJGbGx3HX6xw+eRLVWX87z0PTnG94o/nvEriwbSL5HJFclmwozLmJCc4enOKKE8eRAfaW6k64s2d1lYrHy2pPL4n1DbRmA9sCqnV8tTrduosL4+PUcjk8uTzC60WUSsS3tljN5dhs76AjuYkQArG9jYjHCZ49g6v1SVK6i/bFBezFBUgkEGNjCCHwGAbtqSyVX3s9bX/6VzSP3QOGgXbkSpTOR+pNx+Nx1gcO4L3uedR/dAdCkrEtk9ChK+j/5V//sYdZcrOMJASyfFGjBGGj6zKz57OPuZ/P52NrK8sD95vITQ+6ZVM3nT4apgWmJZhbTjAysEQ6s4Vbb6dal9BUG59bUCiC1dzprrPTY1KyZUzLdg6g2s7EKZyu8+GgYOyAoFiU+Njfuhkfk7Es+Kcvt7jqii1c6iLVqs7Jc5NUqx5cLvD7HBulXrc5edrgtk+e5/BUnXJ1jEJZx+uBwX6Jk2dMqlXHQ5lMWSQ6slz31DyXHRnht97009nn8v8NniTwxwNZdgj6zjvh2992yPLFL4bdNmatlpOl8nAfXyQC3/oWvO1tTgCwUMC8+mqnQOfUKYf0XK79CUFVHZKOxxFtbVibm/CNbzjWPTjfAFV1JpHtbexazbFad7r3EA7vbSuEcK5biL3VgikECIFyUaOBXTQ0x0r0lEqXEvBFv1c9HpqaxuDiIlqzCZKEHQzCL/8yfOUrzgSmKIhm8xH+8kc8T9MkkssxOnOeM1OHyEaixLdSzrU7N7C3MuhdWSHV0UEmFiWxseFY2rYNikrn2jqrXT0UXV58ZgZaBraqIoQgmtlmpbsXU9eRfT6EZWEvLSJqNSLtHWxM9GCvroAiI9JpJ8MnFEIoCqFKmezKBYxnPxvPc1787w6PQCCAkCQiz38ZHS97NbWNVfRIHE9P/7+738MRiboxzYu6K9kSAotm0yTR9dgCZ4FAgKXlTQQNTFNBU6G+s6DZfQ/J7TAd8W16O9c4cSqComs0mo40azwmsbXulMVLksAyhMPXtsC2Zew6IFlYkg2WoK9bwjQkLjskMTbqTDZjByxe+6pFfnhPkmwuxH3HRgAVt1uwq7wry1Cq2Fx2aJ5zMzme8fRJLCvEsQcthLAJhaC9zckrv+EZMlccaZGIrxKLBR/RYu1nFU8S+OOFosBzn+v8PBy7ro9di3Qnj5t02tnvta/FvbICHR1U//APcc/NOVazqjrbulyORsnQELS1ISQJVzpNxet1yFeSHNJuNh1/ttuNu1qlCvsd6lstxwevabjqdWffHcLevUZ3swmtFuVg0HGvXITdtMB8KERo1y//MLhqNdRWi1R7O+3JJMK2EbLsBHOHh51r29n3sQKf7F7zDnQnsRlD1x2TkZ3YgO6CUhEBTok/0FLVfU9NowGNBq6dP5utlqNh2mg6olmahltyJrBmJILHcKr5KFdAgEtRHB+9pqKKHYs3k4FQCDubRd9KYd/zI6r5PPpN/x3x7/RZlGUZTdNoNBq4+vtxxR+fpRiLezh6VSf337tJOOxCtQX1ehNV9fLMG/YbZtu2zcmTTW7/1yr1msXV1+romqCnq8Lqeohi2UYS0DS4qGWl4Nz5YS6bPM/o0CwzswexTIUDo/DG1+m8+fcMJ4Nkt4x+PxMQYUvYpuRU1QubhQXBS18i8d4/cdwUqdQWt98+x9pqk/b4EFMHu1ndMIlH4fhD+yPAMG2G+pcxWmkWl/v53beHKZXh8sMSaxs2hSIE/DLf+rJOX6/EiRPnqVQEExMTD1Mq/NnFkwT+XwFFgRe8AL72NQgGHVfLxT7kT34SX1cXck8PWUkiuis+JcvOT6MBgYBDfqoKlkVIktgaGcGankbatYJ13SnksSxCmQyLvb1U3W489fp+IVCjQaRWY6mzk4rLhbdW23FgSrgrFbzVKuvDwyRWVvaPa9vojQaBQoH1ri46NzbQm4/slqeYJl1raywPDDA9McHI8jJaoeDcr2U5bqGH4VGJvLMTLruc+vw8M+3tyIZJNJXamajcjhuqWICWG2o1CiEnu8OzmzFzEZq6Q+Fas7XTng5n0hOOTjleL3Kthm1ZeyapaLWgVIZyCckfdM5rtECWsTc3sM+cRfgC2OltzHv+kdY3vob6hS8jdnLw7WYT4wc/xFpYQPT2oF5/PZIkXdJC7fHidW+8DH9A5/t3rmDaJuGom998yzW0d+5b4J/5VImPf6yIJASSDP/2PYtrrzd5yQtrHDseoVy0sGynZN52KrYQhk7dlJmePsCRw+e56spzzC+Ok0+7aIvJdHYYrO1Ksu8pEYKwJIQkHFkUAbpLwjLgo3+rUa9XOXVqgS9/NcOZsx4yuUM0Gn5aBowOySytmPj9UCyBJGzaoisEA5ucn+0il++iUrM4ermE1ysIhZyRktqyWV0Dy1yiWCwyMTGx153+Sex2L30S//fxlrfA5CT86EeXkveOe0ROpQhlMqSjUUcrpNHYd0/sWvBvehN88IPwiU/QNjqKKUkkE4n9PC5N2wt4dqyvI9s2F3p6HD/6rr8c6JRlZJeL+bEx51yS5ARCJYnB5WVqwPL4uDN5SNJeJsqB2VlMSeLU4cM09EcGgQD6LlxgcHGR7Xice48eZWZggJxpYuXzzr0+BontNdbSdcr+APOHD/PAVVdR6+rioGWhKQoEAghFQfh8iEoVmk0MWWZ+eBit2SS2nXnEcZM7MYdIPofEjv6SosKVTyU/MoKr1ULPFxCFAqJURtTrCEWlDKjJFOq5c4iBQUBgy7JD3i2DRjiMUBT0ahXOTmN8+H8BYOVyVG96DbV3vJPGxz5O40/+B+VXvopmNvufbue1daHE8X9dZbwzyF++/5m85tcv50U3DjAyul/BmU6b3Pa/S0QiMrG4TCQi09auMH3Wy8ZaDg0JxdKQbQVhS4imCnUPtiGDLSgUQpw6PU6z3qQzfppqJcurbzJpC8skOgWKetHLsgTiop6ZQgC2jd9X5OzZaR588EFm54r86L5+6s0j+P0BYjFBWxwuXBD8yisUBvolBDad7Sv0da+T3u6k3higrd0JhM7NX7pGsyxYXcuwsrJCZ2fno6Ye/izjSQv8vwrBINxyC3z2s/tkuuvasG1oNunMZsn4fGy1tdGeTu9ntewGAW+4wUkXBEKveAWBD3+Y5ViM9u5u5NVVx7KMxcDvR5MkEo0Gq5OTdFSrhHM555ydnWimyeDcHHPd3ax2dNC7m/GSSBAdGaHTNFlJJFAsi56L8tK91SpTp09zZmqKB48eZWR2lng6fUmRpcDxScfTaVZ6e0m1t7OZSCBZFr5yGW+lgl6voxqGk+ctBIYs09R1Kn4/pUgEQ5YRZ8/Sns8zsLqKbllOXKFSgdHR3WgXTU3j9MGDVD0epk6dctINL7qQstfHSm8v8XQaT63mfCwrYJhU+/vI2jY93/uec9GSDKaFQGAKiWw4QiSXRWQy4Pcjfew27HoN6/U3QzhCIRJFNQx028Y2TPjkJ7He/Fs0Pv5xrOVlpM59N0ltO0PjnntwHzr0uIaObdt857ZZ7rhtBsu0EZJAUSVueHM7aqix7xMHzk03Hff/RdrXQgiq1TAnT+YJBXN43HEEEqUyGIZ42LkE2WyUY8ddTE7McnDiPPVGgI3NTl7681GuukbhlnearK2BCXu9LwP+CtFInrbYNsNDVYpFnb6+PpZXO8hkZboS++eRZYGNTX+fzPf+VWFmZoH3vHeD5FYnweAw3V0SuYKNopgUSzatltgpU7DR1DqaPIPX62V4ePhxPc+fZjxJ4P+VWFjYt6Yv8j3vpupFNQ2fabI4PEwsk0FuNPZ92K99rWPB70A873kMLS9z4oc/ZGFwkAPgVFk+97mOu8btpv+mm8jIMtNPexqX33037lTKccEUiyRCIfKyzOLoKLKi0GXbzvGF4EAqhdlosNjeTkUIRmZm9gKb4XyeK44dY3p8nOnJSYKFAn0XLhDOZi8hcnetxujMDMPz8+RCIQqhECW/n+1olJb2yLQ5ybLwNJvESyWC2SzRQgF1R7qWnh7nugcHYWUFM5NhI5FgeXAQW5I4ePo0kYvdM7JE2e3m1KFDqEaLkbnZ/dWM241lGJxPb6Nms/SuriJMp0EF2GCZrEcjGJZFYmMD4fEgfuFGpBtfgnX8OJYk01RVMqEQ7clN2M44iourKxijYxiRMBwYveTeiolOrAsXCHj/Y2GrR8PaTIE7bpvBH3HtdZRp1Azuum2RZ/x6jFarhbbzTL3eR/cFNxteKlU37e1bnJuNoapOJaO9+9Zs57j2jo+7XPFy/KHDdCW2GBpcZ3RkhpUVgSR8jA3rBLxgmBaa2sTjqaHITqqoZQW4+ddGueaaBLIsc+qMiSQ9skJXEuDz2szOzrG4uEm5kiCbG6SjXQIBoaCTmZLJQW2nRL9YNHnW02Zob4eDBw8iP4bO/M8ynvgEbppw7JijGD846FikPykBjI4Op9t7Nrsf0Nx1o+wE4EbqdU4Egyxedhkjp087+/X0OD7w3UwUACEIvuEN9Fx3HavT0/gmJ0lcRPAA8gc/yME//3OOb21xsq+Pw8Eg7kIBUilEo8F4qYQVizE3NkZ1c5Mh00RSFOf/5ufx9Pay3NVFPhhkeH6eWDrtpNHValxx/DibnZ0s9/Vx6tAh3LUa7ckk8e1tPJXKHpnLpkks48i47sKSJExZxpSkPUlZ2XT0OfB4HLI1Ted304T2duxUiursrGPRT0zQsiwimQwjMzO4dpOCcVbzyY5O5l/2MpTz5zn0wx/sFxzpOpYkMT05SRmbyZnzqDu+fHvHD1D2+rjQ109se5tgoeCMrc1N55GPjEA4zKrfj9VokJibczJXBAjdBbaFsrJKKxhG9OynE2653bgaDXz+R/bE/HFw5u5NbGu/HRiA7lYoliWyyRq1Wm2PwA8d1olEJHI5k3DYIbhq1dHBHhvrZn5+nnisxNZW4CJVwUf3nFqWRLnSyemzHWhqkWgkT71eoy3eIB61yGQFqbRKsRjA5fJx3bVhbvkDH+Hw/vGuv07C7XIs6YDfGRX5vE0gYBAMzPHNb2W447t9zC12s5m0WV21mDoo4XJDW0xicsKJ4cuSzctvXOLAcJ2JiSnc7p+sApv/r/DEJvBMBt74Rlha2reorrrKSeH7SQhkHD7s5Ix/97uO68Q0nfvQdafIJ50mODhI9+Qka9/8JgG/n3Z9p/Tsttscv/jNN8O//ItTsDMwwOBLX0plbIzZdBo5laK9/SLpyyuuwHPjjRz+0Ic4OTnJceDgXXcRbLUgl0NqtTiYTLJQKrHW308hEGB0fR2/oiA6Oujf2CCSzTLT38/ZyUn8pRK9Fy4Qy2QQtk1iY4OOZJJ0PM5mIsHywADLAwPozSahbJZgsYivXMZTqTjFPDuQLAvJsnjUUoudQKQlBFXDoOzzUczlyLa1Ue/oAFUllsnQvbhIMJe7JAhaDAZZHB8n7/MRKpUY//zn0V/zGmfClyUaus700DAFRWEklye2tXVJ9LTucnH60BRKq8XI4qLz3D2e/dRLv5/iNdeykUrRsbaOp+JcqwDQNMeVgQ3z89jdXQghyKsqRcNgeGLc0Zt5HNhJEnkkDOd4lUplT/FQVQV/cWuMd96SIZV0JkWXW/BHfxKht0/hne9aZWxklWJxgnJZ7Acyd89l23uPxDR3k6AEuVyQVitIPCazndnfIRSwqNYEd3/v0YuRwmHBB96n8Fu/Y/DQSQvDgL7eOm998wyzc1W+8a1hNK2T0WGQJIuNTZsTJy2GBgWT4xIfeJ9KOCxYWVlhcTHDwMDAJXopT+JSPLEJ/NZbYXFxvxjGtp2g4Kc+5RDgEx2SBB//uKNa+I1vOKmBIyPw138NV1yxt9ngLbdQajQ4PzCAnskQEgLa2+Hzn4fvfMex4F0uuO8+xJe+xOTf/A2nQyHOHTtG6+xZuu69FxGLwateBQsL+IHLMxlORyI8dOAA/ZZF79qaE7CzbYbn5wnl88xOTXHs6qvpPHCA/o9/HD0eJ3DmDEePHSPV2clydzdnp6bQWy0619Zo297GUy7TvrVFey5HQ5bJxOPkgkGy0Sipi4qW1GYTvdFAbzodena78zixMIF1saysrlPf7XqPY8WHymV6UylitRpaPr+XamhJEplolPWuLvKRCKqiMLqwQGcqhQgEsG+4AfvsWbZkmfneXqy2Nianp4mfPXsJeZe9Xk4fOoQlSRw+dRKtuSMvMDS8t11ta4tzlo0rEGTg2IM7zLqjAFhy9MGFZSHVa1jnzmPGYix1d+GOROh/05se97A5eH0nd35mDtOwLnGhyKjEu3xUKvvtwjLbJl/4ZI3MioRtCK66TuN33h4gHHGs8be+5QBf+/o0Hk+ef/t+GI9XYnXN6eK+j93cQiepyTBgcAA0VebhXgtFETSbYs8PXyza3HmXzeYmTE4IrrnGsbsaNUHQLwgFsyQ6ZrjzTvD4JqlUQng8zrlGh2W6ExYbm/BHfyjzgudLCCFIp9MsLi7S1tZGb2/v436OPwt44hJ4s+lYrvH4/mdCOMUpX/3qTwaBg1O888EPwnvfu6OH+chltbS8zMF8nhPBIKeiUaYyGcLg5I23Wk4J/i7yeeT3vIepD32Ic7feyrxlUZYkRqankd/6Vrj2WjAMPIbBFek0s9vbLA0Oko7FODA7S6BSAUkiVi4TajRYzudZ7+sjOTxMZ7VKt67jOXmSjlqN9vPn2U4k2PD5WB4cZHlgAG+5TDSbJZTLEaxWSWQyJC67DPsZz6DxnvdQtm2qbjc1l4uGrtPQdSpeL6Ys7zV5kGwbaaczj9ZqESgUaK/V8NRq+CoVPLWaE6Tb+WnJMrlIhEwsRiYaxVAU9HqdoYUFEqWSUxR19Cj2975H/rOfZemqqyi63QQaDUbPn8dz/rzz7BUF2zJJtncwPzyMbBocPnkSn207eeaxmHPO5zyHWq3GQz/6EbYkMVUsokZi2BUnMIptXZRTL1C6urF1F0uv/mVawSCHbrgBOfz4y7O7R0M89zVj3P7xGWzLKV1XNIlX//FRGu5NSjt6O42Gze/+Rp71VZNoVMK24Z7vt3h3ocj7PxxCCMHBgwlarRTXP22DF76wjVvfJ6Ep0Grae7ehSE4GCJLTmPi6awRf/oLO/3yvyVe+YrHTXwOPxxm+P//zju7J/P9p78zj4yrr/f9+zuwzmZnMZF/btKVtulHaspTWK1IEXAGBK4riVRRBVBb9XfG64BVRvIKKikJBBRVBVi8XEHBDVCxYKC0tLTRt2uyZ7JNk9jnP74/vTJYukKapact5v155JTnJnPOcOXM+5/t8n+/SoPnkZeZIbTWlNAsWQOMuTTCoKS/fhTZbaO/w8fQzC6io9FDgGx9l4vMaFAY1M2qN3AMhytatWwkEAsybN8+K934DDl8Bz7Xb2msuOSaT8IjC+zrV55YuxXHffSzt6WFjURGbioqYH4lQNjQkCTFjCQZh925s997Lwm3b2DV3LrtDIaJ+P/O7ugg8/7zkHbe3Yy8qor6xkRKvl+21tby4bBmlkQgzm5rwZrPYAwHmbNxI9bXX0nTKKbQ/9hhtRUUUHnssFU1NFDkclLjdlMTjJE87ja5kku5t22gOh2lSCuXx4Fu1Cv8ZZ1AQCuFNJCj41rco6u6WhJ78tXqdVHpAZipuNzqVImW30x8IEPP7GTrmGKKDgwzn3jt7Ok1xdzelnZ2E+vvl5g4GyVZU0HXuubQ++iiDdXU4nU7m9/VRFo+jQiF0KgVOJzG7jYbZc+gNhSjs76f+lS04MxlxabndEAhCTS3R889ny4svYno8LF6/Hm9nJFfj3JDAaMj57SVaRs2eQ0c2Q4epqT3+eIrHGh2T5LSL5rLklEp2bOjG7jSYf1IZ/pCLHTuGaWlpIZvNsu5vadpaspSVj5rJZeUGWzen2bwxzeKlTpRSzJ8/nxdeeIG5x7zGzd9bzHduSvPUU4q0Kc+iTBbyjYodDsXOBoXdDm9ZZfCjH2kyGYkw7euHaFRx0gligX/9Gyax2PgJ8j//CcoYYsmi1+jrH6K7u5zWttmk0jYaGzXhMIRCo1E0w8Man1cxbx7EYjFefvllnE6ntWg5QQ5fAXe7xX/8/POjKelaS3LIRz4yvWObaj74QXjsMZxtbSxNJtkSDLLV62Vo9WrqBgbGB+vnel6ycSPK66UuEqGwp4dtlZW8WFFBpVLUfe5zOP76V/jjH1HV1ZR0dBBav57m6mqaa2qIlJVR0ttLTVcXAaVw//rXzL33XmZGo7S7XLRXVLD1wgsxSksJBwIUrVxJeOZMqp1Oqn/6UzJ33EHU7aZfawZ376arvZ32pibYsgX+7d9QmQzOTAZnNIojlcKmNbZEAkPrEZ+rdjjI5kIKM3Y7Ka+XpMcz6uVwubCXlBDYsIHSzk4K+/oIDA6ONI3IGgZ94TDdy5fTtWgR2WOOwbN5M3P7+ihHrHx6e6Gnh6TdTtPxx9MeDKD6+pnT1ERVRzvK7kBfdpk88JRCL1pMS309u3btwu12s8jrxTU0JAksTie4nOhoFNJpdIEfKgNlsqgAACAASURBVCphxkwigQA77AZFHjezZ++/WcNE6WmJsf7xNvra4sxZEWbJ28pxukXMCgsLaW5uJhqNsmunc68we6XEim5tzrJ4qWzzer3Mnz+fLVu2UFz8Kg89sICf3JrliisyjOnSIElNmAwOwj33mDzzV6ifr8hkYDgGPq886+7+NbzlLbB1q3j68mQyWaqqdmMzWogO2tm+fQFDsdFWaOGQIp3WtHfIIqVUP1B85wYD00yxceNGAI499tiRRVqL1+egBVwpZQPWA61a63cf/JDGcM01cMklUqkvH8Uxfz589KNTephpp6oKfvELuP12HM8/zxKnk4b3vIfmgQEGHn+c+nQaTz4+PBKRYlaJhGR6plKElOJ4u53G5ctpLSoiEo9Te9FFVH3xi1IQavVq7Bs2UNfYSFVbGy0zZ9JaW0uX1vhnzqTiiScoiURwDg0xwzCobWkhumULkRtuoHvuXLrb26G9HW9bG4UPPUSgshK/1tSlUqjHH0c/8gipQIDYwADx4mISsRjJggLS2Sxph4O4zYZZUIDpcIi3NZNB2WzYkkls2SyOdJpgby+uRAKXaeKtr8dbXY3zL39BNTRANktGKfqDQaLBIP2FhQyEw5huN/bTT6fkzDMpLy8nuGsXat06yezcupXBeJzWsjI6TzgBrTXlwzHqPB6cZs7sLClBvbYdrnwXwytX8uqrrzLY1kZJSYlM32+8CV1ZBfEYdHSgsiYqFMYciMIx86C8nGaXk10eN4VDQyw688yDnvI3rO/l51e9SDot/u8Xf9fOX+/dzaW3Ho/TYycYDKKUore3lxl1VSPVf/PkGz9UVY+3XktKSpgzZw4NDQ1s2bKFDS/OwWm3k0qNnx2lUgbV1fDww5pIN4RDEIspenqgu0smkt09Gq01fX1SKTmR0JQUd1JTswunM0lrazmNu+twuR3Y7blcLg21NRBPKL72VYNXtoo1fubpBiUlaV56aSOZTIalS5eOizhpb9ckk1BbK3VZLMYzFRb4FcBWIDAF+xpPVRU88AD85S8SGXDMMbBy5Who3dFEbS1cdx0g6bFzgcLOTl4bGOCfGzZQ19tLdU8P6m1vg899TiofDg+LSeRwYM9mOeaZZ6h8//vZUVnJzp07aW5uprq6msqSEhwnnAC5VPdZbW3M6Oigo6yMtpUreS0SYfuCBYSHhynp66NoYIDg4CDB732POc89x3A6TW9vL/2PPEJnOExbLr7ZiEbxlZfjjcXwVFXheeklvDt2EEqlcOYWLkfcYMGgJBYND0vbuY9+FG67Tf7e1YXOZMj6fKTCYZJXXknv4sXEb7+d2PPPM5xIEB8T1eKLxahMpwlnMhTOno0xf7784f3vJ/mHPxBpbqazvJwhvx/DNKnweqluaMCze7f4uSMRCdWcO5dEMsnu73+fjs5OHHV11NfXU1pailKKbG5hVc2ajZ5ZN1LuwGhoIDE0xPZIF12BIMU7m5hXWoaR2XeHoolimpr7vr4Zm8OgoGg08/Xl9Qkueds20tpBWY2D1ee68Hh6OGn1LCqqbLS1ZCkqFh94T7fJgsUOFi3d+x6prq7GMAy2b99Ob+8Giovn0tERGPVw5Q1xUxEdlFyyxsbRSsd2e64Ufr/iu9+DoaEsfn+EeXObsdvjDAwE2NlYTyIZJJmAeFzjD0gM+OzZ4p5xu+HMMxTveqc8edLpNBs3biKRSLBkyRL8uTWi9nbNl75i8vJmeX1pCXz9vw2OO84S8bEo/Ub+ydd7sVLVwF3A9cDVb2SBr1ixQq9fv37Sx3szkkwmee2ll+hpbMRXXMyc5csJpdPw7nfLHbVjhyz4gmQvnn8+fO97DAwMsHv3bnp7ezH+/GfK16+nwuXC398vImqaEAqhzz+foW98g85QiK7SUqlCqDWB/n5CDgeh736XwNKlGIYBF16Ibm0lFgoxaLcz1NjIsMtFzOUima/dMgbDNLFnMtgMAwNxa6h0WtwVgQDm8DBmIECmooKMzYY2DFGI8nKoqEAND+PZuhWvUhS88gr+RIJAPC4JP/X1kMlg3n8/g4WF9PX10dPTw2BPD9x/PwWvvELF0BBl4TD2AqkbotvayDttY4WFNPt8dHq9EI9TFQwy8/vfH5f+rrduJXvRf0BREcopgmj29xO1O3iluJSEaVI7GKMaUANRVHER7ofuEXfLJOhujnHj+/9OsHQ0RLaz22DDZicej+KY4wuJD5tkjC7WXDDE+y5YTSLu5vYfDfH0H5LYbHDGuz187FIfBf59x3oDDAwM8OlPbyYSSdDdVcLu3VXEYgHy5WF8PggEDbw+zY6dkjofCsmzNp3WzJ49iFIRFtRH6O1L0xnxs3t3LV1dRdjtinBIJohDw1Baqlm0CFIpxdAQfPUrirPeO1a8NxKLxVi0aBHhcDj3mTdZ83bNzkZJ7sn72LMmPHS/QWnpm0/ElVIvaK1X7Ln9YC3w7wP/Cew3Y0EpdQlwCWCFBE0Cl8vFohNOoHvWLHbs2MHGjRsJp9PUeTz4AwGJckmlxC8ei410tg8GgyxZsoShoSFaDIOOXbtoy2Qo8Hop6+2ltKcH19VXo+bPx//Vr+JvbGR2ezuDPh89fj+9gQC7KyrY3dqKGhzE7/fjX7kS/4MPUgCUDg5S/uqrI7OhbDRKIhd1knK5SDmdpO12MnY7Wa+XbEEB2uFA56oAKrsdI53G6OrClk7jKC3F0dmJY8cOXIWFuN1u3Lt3o3p7R7oYaa1Jut0jWZ4Dp53GYFMT2cZGAAI+H3W/+hUljzyCNxodLWGwdCmUlkoIYjBIe20tvW43htaUx2LU9vTgjkT26pSj6usxrr4K8+YfoE2TVDZLo8NJe7gYV2cni1vaCFZWibqVlqA7I2SfXYf9lH+b1LV2emySpGtK+jzAjt0ODKVxeWySVFVgIx4LsWV9Fyef0sHs2bO55mtBvnCtnrD7JhgMcsYZJ/Ctb+2iqqqNULiLoSEvvT1hBof8JBNu0A7qZioG+jOYOkWBL0ZZ2SA1tQP4fGmamgw0RRiqkm3bgiQSuVpsRm4x1AkB6UVCLA411fCJjyvWnCrinUqJzzsej48T70xG85GPaja8JDOAWAw6IzB7lnhQn3hSc9GH33wCvj8mLeBKqXcDEa31C0qpU/b3f1rrtcBaEAt8ssd7M6OUoqSkhKKiIlpbW9nd2MgLs2ZRFI9Tm0oRzN+4Q0NwyimjL+zqouBPf2J+NMrsc88lsn49HS0t7Fi4kB1LlxIsK6PYZqPoiivwXHcdKh4nkEwS6OujrqKCzKJF9M+ZQ7SvjwGgY/58Wuvrpcu91ngWLcITj+NWCndvL+5EAmcySSC3eGnPZkcWHUeyUAMBMfOOO04aXOQ7Dy1ejPnCC6R9PtKLFxNvbqa/oIBEMEjc6yXucBBzucg6HOK7futb8R1/POXBIIWFhRQWFuL4yU/gwQfloZIrX2CaJgO7dhEpLaVr8WLShoErlWJmNEplLCb+8L4+Cb/cB8YHLkCvOZWWZ55h1yOPksmaVHT3Urv5FezKgP4Biel3u9HZLPTsv9HCGxEodnHM8WG2/7OHYKkbpRRDMYVBlnDlqFXu9jjpbfPS0dFBXV0dhmEcsO/9gx+089STdTz1VDVeb4TCUA81NW04HBrDNlorbcXxEnhjaigq8hDpDLHxpTBNzUUsWminpFRCCxMJuYy2nKJkMlBWCv6A4onHFH7/6PgSiQSbNonbZKx4g5TRf/FFuYROJ5i5GuY7G8XzFolM+u09KjkYC3wV8F6l1DsBNxBQSv1Ka/2hqRmaxZ4YhkFNTQ0VFRW0dnXRfP/9bPB4CDgcVHV2UlJXh3HOOfLPzz8PV1010v/SAVSddhpVa9cSS6WIRCJ0d3ezY8cOdpx0Eu7rryf06KOEhocJZrO45szBPjBA8UUXUWwYUFqK/vrXiZ94IkM33zziOokbBlGbjUxh4T7HnE+bz2djKpBZQ0UFZlUVZmcnZiJB1m7HPPFEuWu9Xpk322yQyeDWGs/AAOV9ffiCQXxtbRQ88AC2884bnyfwi1+A1iS0pq+sjN7CQvrCYTJ2O7Z4nKKlSymrrSX0jW+g3G7xFQwMyHEuuWSvsWezWTo6OmhqaiKRyeAfijEbKS1gmhpcdnl/IxF0TQ3KMFDzjtlrPwfC+69dxJ2f30DrtkGUIXXKXYVe/GN84rFBk1BlGel0H5FIhPLyA683bhiKn/3cxh//oPjCF6rp7qrG5zVpaRnGNFM4nRnSaaiotLFjp5PYsAfDcI7UYgsGJOioLibWcU9PrvKDHZIJscCDQal+UTCm98Tw8DCbNm0im81y7LHHjmSU5vnbsxqfDzLtEBsezb0yDLFPViy3rO+xHJQPfGQnYoF/3vKB/2vJbt5M+8MP0xqNEq+txbFwIeUzZlBeVITv3HPFz11QIGZLY6P4vhcvhq98Bd71LkCsoZ6eHlmk7OoiG4lIE4gnniDQ2Ynf7cafyVDQ0yPp8Xn/bj6ufedO2LqVjM0m7hOnU9wnDgeZvAvFbpfsS8NA22xiSgUCUu61oQFbOo2tsBB7Wxt2wDk0hDOdxmWz4RwcxEinRWzTaQn5y88CzjmH7MUXM+zzMTg4SPSiixiIx0l4PGCaOFMpwrm6LKHycmweD9xxB3poSFrbNTfDkiVwySWoefMkguPZZ4n/5j7aYjE66utJL1xAYVkZNR0R/P99Paq0BLTG3PwKuq8fzCy6uARCIYxT/g3Xjd886EgUrTVtrw4y2JuiZ8Dglq9FcLkNfH6D2JBJPGZy9XcqwfsqWmuOP/74gzrmxRdnaWgQwW1rgx0No/1Cli2X0jBNzbK46fZINElVlUSgNDfDjDqorICXN0uycTBXmMrrhVt+pFi6VMbW19fH5s2bsdlsLFmyhIKCvbsK3fJjk1tv0zTskMudP61sFupmwrZXDByON5+IHyofuMVUoTX87//CL38p8csrV8Jll0m0xH6wLVpE9aJFVGlNX18fbW1ttLS00Lx+PQXhMGU2GyUtLbi3bRvtsdnWJqn9djuccQZut5uqqiqqkkn0nXcyuGEDA14v0XicgdpaIvkmE8XFuPr68Pb04A0E8PT348lkcEejuEMh7AMD2BMJfGPSvKUbsWM0EiVfUzwalWiQTEYeLMuXy3g6OkZL7iYSMjc3TXQu5T7hchGvriaWThMzDGJPP01s61bJVH3rW3FWVhJ86SWq29oIdXfjzXUVyrtoiMXgN79BXX89nHzyuPfSNE267rqLjt/+lt5AEGw2wn/5C9XrniP8szugqoqUNtGZjPjvF87HbOtA725Cza7DfsnF2M9+z5RkDiqlqJo/GtTlD7n4zU+6aGpIUlXn5N8/Wcyyt/hZ/88a/vfhl7nha7vwecu48D8cnPEu+wGP4R3vUNzwLU0gAOVlEi7Y2yuXbmBAJkyzZyt6exWFhSPl4pkxQ0T6rrtg7lxFd7fmt78V/3VdHZx3rmLmTBlLW1sb27dvx+v1snjx4v02ZXjHmYobvq2x28DtkqZKpglej9SFi0Tk4WEhTImAa62fBp6ein29afnJT+CnPxUfsdMpNVDWrZN64mOzJfaBUopwOEw4HCaVShF57jk6tWZHMMiO4WEKli6lOBqlKBKhwO1G+f0SwnfGGbKD9nb42MdQsRiBoiICu3dDTvRTBQUMFhczPHcuw6ZJzDDoiEYlxM7lktBOux2bw4HTbsfZ0YEjkcCeTGI3TWymiS2TwbDZMEpLUW436rTTwOtF+3zo++7DLC4mqxTZVavItrSQVoqMUmLNl5eTHh6WRhQ2G4TDqEgEj8eD1+GgJJul4Nln8adSuADV2Chm4NgMF7d71Knb2Tmy2TRN+vr66Orqoqu1lfSf/owrHKYmmaJ8cBCP1tC4E/3I/2Fc+EFs/3ER2Z/eiXY5wSaLisa5Z+O45WbUIQxtXXKSjyUnjS9Nu3uXyZeuLqC43EdJ+W5ad4X55rUmfX2aD3z4wKJg3vMexZ//rPnn8+KyKC2FUBje/nZYulRx+umKH/5Q2r+OjTvPR4kW53J1iosVH//4+IeHaZps376d9vZ2wuEwCxYseN1GF7NmKZYdp3j6L+IZcLvka8FCRSwmDxZLwEexLPDDgWhULO+SktEY97IysUgfeEA680wQp9NJ9apVVP/P/xB/9VW6IhG6S0rYVVnJrrIynEVFhJQi1NZGYSIhltD994t7pbxc7sieHhHAdBonUNTZKS3OioshlUL395N2Ool7vSTSaZIOB8kFC0jZbKRnzyYeiZAxTTJAVms5p1BIrGy/XypK5jM8Zs4UJXA6UX4/ttJS7F1dOKqrcQ4MULB9O87hYdymibumBvcLL+BubsZwOsVyHx4W98ozz0iC0yuviAW/bZsIvtstFrjbDV1dJE4+md62Nnp7e+nr6yObzWK32ylOpyluayPk9Y6rc47bg163Di78ILZLP4GxeCHZhx9BDw9jnH4atneeeUjFe3/c+8uURI+as7E7NlFW2YTDMYu77khzzvkO3O6JW+Eul+IHPzB47jnYtFFTUgqnnqoIhUb3ccEFmiefhMFBuYSZjFjD73wnhMP7PlY8HueVV15hcHCQ2tpa6urqJjQ7OO88aG5WFBTIJSzIdbBXyMfFYhRLwA8H8l3mxwpBIiFT/kcegQsuEN/vRDEMuPFGPJdfTm1nJ7XNzaTcbnrnzaO3pIRerelcuBDWrcPlchFsaCBQVkbA4aCgrw8jFpMmy4nEaIhivtlESQlq1iyczc04h4YIGga0tMjd7HTKnR0Kwc03QzCI/t3vMP/2N7KDg+hTTkF/6lPonMmmlEJpjfGlL2FD0tVV/titrXJcv38k2YfubrGg/X7JyM27ZPIRLm97m8xcBgdh4UJ0QwMxu52B2bMZMAwGli4lUVkJr72Gy+WirKyMoqIiQqEQqq0NMzooxx4rMqnkSANjpRRq9SqM1fuOWPlXsnWzSUGBIpP2Ex+uxOtroyAZJhoN0t2lqa45MDeKzSaVBE8+ed+vq69XfOc7mm9/Wy6BYcD73gdXX733/2qtiUQivPbaa7mCWosoLi7e+x9z9PZKVmd1tTxM3vsexf33a1rbIOAXqzuRhCs+y7hoFgtLwA8PSksZyaKw2XIrSblVnIEBSdr5xjdgzZqJ73PePHj0UXHLfP/7OEMhyv1+yhsb0ckkw9/+Nv1z5jAwMMBARQWRnh4oKED5fHhNE18ySUFfHz6HA288jtswULNmyd3k84mAAuRjwX0+GX8wKI5Rmw3WrEGtWSNuFK3ZqzYpyDlVVkrp3NZWsc6feUbOPx9e5vHIw6GuDj75SVi7Vo6XJx4n4/USmzuX4ZtuYuihhxjasYOh444j6/GAw4Fj5kyCJ59MdWUloVAIr9c7zhrUoZBchw0vyfeyMgmnUAbqvHMncVEPLbPmGDTvzuD1KYajtTidA/gCr+J0LSFctO9OQKap6emRty5f0vVAeMtbFKtWabq7xSre1z5SqRTbt2+nq6uLYDBIfX39fv3dsZjm+uvlmasMeR5feYXmnHMUd/4c7r1X85dnxHb5wAWK1asPeMhHPVMShTJRrCiU1+G666RMrs8HGzeOtmI77jj5ORaD3/1OBPJAee458bE3NEh1w8suE6HM09xM8kMfIup0MhgMMtzczJDXS7K4eEREjWgU9/LluP/2N0myUQp3KoVz3TpcWuM47jhshiHuh2hURPmeeyb3XqxYIVZ3b680TigvJxMIkOruJnXPPSS+8AWS/f3ECwpIAHG7ndSaNTB3LgA2mw2fzyfJR34/gUAAj8ez3+m77u7GvPgSdHMztLdJ23S7DbX0WNQ3rsN4y1smdx6HkNe2Zbnso3EcDkUgCJlMAm9gI8tWOLn8s8fj2qMJ9d//bnLDt6ArImL5nvfC1VerA3K1vB5aazo6OtixYwfZbJa6ujpqampe12Vy7bWaRx+TZ6XNJhO+vl645RY48UTL0h6LFYVyuPOFL8gy+w9/OOqGmD17NFwvGhUhPv30A9/3iSeOF+w9qanBdeutlNx0EyUbNkhiSyZDWmtiw8PEEglitbXETz2VhMtF9NlnyRg5k2nRIvGd5zIb7aaJvbAQu82GbeNGbDYbNpttJNnEyK2CSdU8MR5M00RrTTabxUwmyQYCZBIJsjNmSDanzYb2euVYu3ZJHZWtW3Ht2oXb7ye8ejWe+np8Ph8+nw+3271P4dCSCy7t7Mb83Vx7O7q1FVVVJStkqRS6MwILFh6W4g0wd76NG3/k4Yc3JWl4zcTvd/Pec5cwa+5WXnrpJZYsWTJSFGrbNs3nr0balpXJx+vhByER13z9uoMXyoGBAXbs2EE0GiUYDDJv3jy8r1c+GYhGNU88OSreIMsUThfcfffrf1wtRrEE/HDB6YTPfEYs8B/+UByCe3IoZ0v19RIbnS8a9eijOO67j+DwMMF3vQs+9CGx/pctg/POI/P88yTtdpK//jWpzk5SoRBpwyCjFOmBAbKrV5PNZkmlUiLMpjki1HIqo6nfY8XdtnUrNocD+/Aw7mQSeyyGI5nEsXMnrmuuwbl0KS6XC9fpp488DCaC/utf4eYfSNhiOIz50f+As85Ceb3oP/xp/BqD0wlVleh/rkenUpOubXKoOW65jZ/92ksqpXE4QCkf0eixbNq0iRdffJEFCxYQCoX4zb1SwjffS8RuFyF/6im44kpNUdHkRHxoaIhdu3bR3d0tNdjnz6esrGyvh6fWstbs9Y5GsUSj8n1Pr5rLJanzFhPDEvDDjbe+FW69dcRSBBgpNHHCCYf++Pk76qyz5GtfVFRgP+ss7IBvxgxxyfT0yHjTaSnn+vGPH9jCa56HHpJFyFRKMkXyZYRDIekxup+Mz9dDv/ACXP05CV0sL0c3NcGll8GXv4JesAA1NIj2B0aTlECOa7ezV73WwxCnc1QwA4EAy5YtY/PmzWzcuJHq6mqadtfido+/1W02qfLX2zvxy7Rzp5SZ7erqZ/78FqqqenC7bcycOZOampp9NmB47DFpSPXaa7KcU1go4YmXXy72QD6IKM/gIJxz9qTehjclloAfbsyeLZ/uW26Rua5hiJB87WsiYocbixbBffdJtMzu3VI46h3v2GfruAlRVCQPgepq8aNHoxKn3tMjkS1XXjmun+iEuOOnIs6BALotl1Zod8i+h4clgqavHz13LsowZJbQ1YU65+y9ClwdCXi9XpYvX87OnTtpaWmhfmEHLS01KFWO1mIU5IOL9jXR2xd/+EOcm26K4Pd34HLFaWx04PfP5MYbqygs3HcY5Z//DNdeK6Lc3S0f5a4u6ZT48suKSy/T/OBmuQRut3wvKZb+JhYT48j7dL4Z+MhHJCRu3ToR79WrR7sSHY5UVEh0yFRw1llSkCqfjLNli6hNQYFEplx6KXz723DqqeNf190NTz+dK5ixAhYuHA0H3LkTfD4R5qYmmSnkQyNdbqiuRvX1oSMRKWmrNWrZcRif/fTUnNNBksloYjF5Jk40y9Jms3HMMcdQXl6O3b6Dbdt2Mjy8C3SYgf4iogMBPv0ZDx7P3jMMrTWJRIKhoSEGBgbo6url17+O5dIEgsRiM4jHS2hosPG738EHPrDvMdx+uwjzzp3iGlFKPHR9fWJ9N+1W3HKLRKK8vFme1zJxsxYwJ4ol4IcrtbXydbjQ1ychiU8+Kdbs+94nfvE9oh0OmvnzZbZxww0SNZNKyby7vl7UYGgIbrpJqi7m3RvPPgv/7/+JIOeaLnD22fBf/yWqUV8vC8ChkFj3TqcoicMBdpsU7jAMbHf+DL1rN6qiHObPn/aGuqapueeXGX7x8yyxYU1xieLyK+ycdsbEb1u/38/q1UuprBzkvt+0sXNnN5VV3SxeDFXVBs8958Zut48sKqfTaZLJ5MhahWEYxONB2toqcbuLyWZHQwJ9PrGm9yfgTU1yKca2tjUMuaReL7z8MmzfrmhuhuoquSTf/KasU3/uc5N9195cWAJu8cYkEvCJT8gCYFGRCOUtt4h1fNNNezeePlje+U6xsNeskX2PdR0VFEiGajQqwp5MilC7XKNx46YJDz8s+1i5Ei75hMxm+vrk/5JJUZV5c2X/A1FYvAg1a5bEuh8m3PPLDD/+QYZwGPzliuEhzde+lKbArzjp5FF/s2lq4nERxf09dGbN8nPNF+eh9VxisRjRaJRYLEYymSSTyYwsKns8HlwuFx6Ph4KCAgoKCujsNOjtlUng2N2n06/v1VuwADZtksuRTMpkUmsJ68/na23aJBO4/H4DAUkJuOACK2V+IlgCbvHGPPOM+LdzGYmA/Py3v8nq1Lx5U39Mt1ss523bxm9PpeRv+TC1zZvlATO2rKxhiOn3+9/DypWoBQvQt69F/fgnUomwtU3UIRwW33o2i/Gpy6b+HA6QZFLz6lYThwNmH6P4xc+zhMPgysVq+wqkKfBdP81w0sk2tNY8/JDmtlslk7GoGC6/XPHu9+x/4VUpNRJuOVEqKiQdYcOGURFPpUTAzztv/6+7+GLxiCUSo5UF7XZZ5nE6JYQwV7Z9BJtNft+2zRLwiWAJuMUbs6eIwuhd19h4aAQcxJf9yCNyV5eVSS2Wvj5RhnzEyP6iRPI1WPLDXbwYfvJjbID+xz8wb1s7suhqXPpJ1JIlh+YcxhAbNnl5fRLThMUrXOPanv39mTTXfzVFMiHd2kNFir4eg9qZ4y1qrw+am8S98X+PaL71TU0oJCIbG4b//prG4zFZc9rURs9cfz18/vNSaib/ln/qU68fGPWPf4iF7nKN1gsHmTjddps0bvjDH/b92jE9HixeB0vALd6YGTP23paPSZ9EM4EJcffdEpdeVCQuk+3bpebKF784vvnCokWyuheNyvwbRClMc79JT2rlSmwrVx6ace+HF/4e5zvX9I50gbfZ4Krrwpy8xkt7m8m1X0ji8SqKS0Qde3s1nR0moSJjXP2P6ACctEr+5/a1+8fQ3AAADZtJREFUmmBQXBEg4p7Nwm23adacNrXjLy6Gn/9cliUeewwefxx+/GOpg/apT0m1h7GWtNYSEVpbOz46M5GQy7NokVjza9dKeGH+0nV1SQXlY4+d2vEfrRz+Qa4W08+pp4qQRiIijJmMiGp9/aG50wYHxcdeVCSp/6tWyVd+YXdsaJ/DMeqH7+yUcXV3i5W+bNnUj20SDA5k+fZ/9mB3QFGpjaJSG26v4rtf7qUnkuFPT0n3m7G1RcJhRVGRJtIB/X2aVErT3aUxDMVHP2HHNDW7GuWUt2+XeG6tRcRbmw/NeSglk5Zf/nI03D+ZlDXnxx/f+//z6QtjsdtlO4iA33KLWOldXXIuS5ZI3PgREH5/WGBZ4BZvjN8vMWH/8z+yGGgY0tHn6qunfgETJFzQNEdNt3wzCI9HIk7OP3/8/y9ZImbhunUSTHzcca/bCONfzYvPJkinIRgeVSW3x2CwP8vzzySIRh3s+S5Kq1DFu86y0d2laWnWnLTK4KOfsDNvvsGDD5i0d4iQ2mzy3CopEVGcvwAaGzV/+pP8ffXqfFTlwV+rW2+VdeR8Mx2fTx4ca9eONHkC5JKdcopEdo4tZ9/dPX5idOyxUgKopWXUL24xcSwBt5gYNTWS4p9MioAfyhrYhYUi4GPjz2DU7NsXPt+BVWv8F5JKMdrccQza1KRTmuNPtHHvL9KYpkSCNDUrdu42yGTgyacUc+cZ3PFLG2Vl+dZkmhtvhDlzFK+9pkeq6ba3g9MB8+crLni/uFOUkujPCy+EK66YeOf6/dHUNH69GOStb2nZ+3JdeaVEmXR0yPhMUx4wn/nM+NcrdVg9b48oLAG3ODCmOu57X8yYIRmd+bAHwxDLWinIN20+gli8woVSkElr7Ll+jpmMxrArjj3RTU2djbeeaufpP2aIJ6Gh0YbDrpk9x6CiEnbu1Hz5i1lu/5ncrps2ARrCRRAKK9rapHu706U5caXiwYcUodDoBCabhV/fLZbvggUHdy7z5kmc9tiKBtGoNGba89lQWSk+8qeeEjfPvHmSRr+PVpgWk8QScIvDD6Uk2/Laa0ddNoEAfOc7ohRHGOVVdj786QC/+FEUbeZMcaU4/2N+ZsyWmcxXv+nitL/a+dI1WcJhxYw6g0BQFLGkRLNls6alRVNdraRDHJIIMzg4KoixmOLZZ+X3sQuH+WSav/998gLe0iLVjH0+WQrJZuWSDA3JpOzT+0la9fvh3MOvnPpRgyXgFocnoRD84AeiFkNDey9eHmGcc1GApSe5WffnONksnHiKhzn1o24ou12xdLkNp1sTT4qrojIXqq6UQhmSrAPi4geJ3sg3EMovGSST+1+WmOzk6R//kMzIfP0Uw5CwQMOQ5+mll1rlX6eLI/eOsHhzUFp6eNeBOQDq5jqpm7vv0rTDw5pPXGzS1CRlYNJpiT6ZWSfPsoBfUVcn/+t0Kv79/RLznU7LNqWkn0UqpUgm5ZmXt8yTSTBsUl7nQMlkZCLkcsk4MhkJDurshKuusqzr6cYScAuLw4Ann9CSE1WvyLysGYwCChq2Q/0CuOn7Bnb7qGm9YgXMm6dwe8T6DvhlgtLZCZ+6HO7+Va6uthZL+ctfhpoD7JMJkqc1MCDC/fLL8t1ul7jwJ5+0BHy6mbSAK6VqgF8A5YAJrNVa3zxVA7OweDPx3HNi5dpsioWLoadbM9APqTR8+Ws2Tl41PjD6pJMkcqNhBwwNwpY+EfK5c6XG2Ac/COvXi+AuW8a4DvMHgtstMeaRiAQeuVzi/25uloeFxfRyMOHyGeBzWut64CTgcqXUQa5xW1i8OamoYMQdYrMpSssM5sw1KC4xqK/fW3ydTsX13xTruDMC2hQXRzIJ3/uewudTvPWtijVr1KTFG6ReeL72Vz4pJx+22N096d1aTBGTFnCtdbvW+sXcz4PAVsAqP2NhMQnOOlthGOK7BrGmOzsl0SXv+96TZ59VlJQoTjkFVr8FFi9WVFcrfvtbsZinAqVkIdXrlUXM/NfMmZJR+S/siW6xD6bEB66UmgkcBzy3j79dAlwCUHs41be2sDiMqKtT3PhdxfXXaSI5i3rVKvjKtcZ+k282b843Shj9u80mX83NU7f2e+yxEj5ot8sswe+XsPxZsw5NIq7FxDloAVdKFQAPAldqraN7/l1rvRZYC7BixQrreW1hsR9OPtngkUc1ra0imG/UmWbePPjrX8dvM03xUY+t/HuwXHGFtD01zdG6YaYJn/3s1B3DYnIcVMkYpZQDEe+7tdYPTc2QLCzevNhsitpaNaG2YmefLULf1SWCmkpJOv0ZZ+y/4sBkWLZMCkOeeKL4vk84QUrjrFgxdcewmBxKT9KJpWTedhfQq7W+ciKvWbFihV6/fv2kjmdhYbE3DQ3w3e9KFIvPB//+71Jt17nvcHOLIxSl1Ata670emQfjQlkFfBh4WSn1Um7bf2mt91FY0sLCYn+0t0ukR23tgZdRnTNH6nKbpvijLZ/0m4tJC7jW+m+wVxVMCwuLCdLeDl/6kixGKiWLjl//+miq/IFg1c9+c2JddguLaSCbhcsvl77Q+WoB0aiUWp2qEECLox9LwC0spoGNG6G1dXyn90BAXClPPDG9Y7M4crAE3MJiGujr2/d2pSwL3GLiWAJuYTEN1NdLFmM2O7pNa1mMXL58+sZlcWRhCbiFxTRQWQkXXCDp8r29UtOkvV0aEa1ePd2jszhSsMrJWlhME1ddJYL94IMQi8GZZ8JZZx3adqMWRxeWgFtYTBNKwamnypeFxWSwXCgWFhYWRyiWgFtYWFgcoVgCbmFhYXGEYgm4hYWFxRGKJeAWFhYWRyiWgFtYWFgcoVhhhBYWRylaw9//DvffD/39sGYNvO99UFAw3SOzmCosAbewOEq580645Rbpm2m3w803w+OPw89+Jk2KLY58LBeKhcVRSH8/3HYbFBdLV/lAQNL3GxrgySene3QWU4Ul4BYWRyHbt8v3PdPynU5pv2ZxdGAJuIXFUUhhoVQ23LPlbTo9tQ2PLaYXS8AtLI5C5syBhQul2qFpyrahIbDZpGCWxdGBJeAWFkchSsGNN8IJJ0BXlzSJcLngpptg5szpHp3FVGFFoVhYHKUUFUkUSiQi5WprasQCtzh6sATcwuIop7R0ukdgcag4KBeKUupMpdSrSqkGpdQ1UzUoCwsLC4s3ZtICrpSyAbcA7wAWAB9QSi2YqoFZWFhYWLw+B2OBnwA0aK13aq1TwL2Atb5tYWFh8S/iYAS8Cmge83tLbts4lFKXKKXWK6XWd3V1HcThLCwsLCzGcjACrvaxTe+1Qeu1WusVWusVJSUlB3E4CwsLC4uxHEwUSgtQM+b3aqDt9V7wwgsvdCuldh/EMf8VFAPd0z2IQ4x1jkcH1jkeHUzkHGfsa6PSe+baThCllB14DVgDtAL/BD6otd4yqR0eJiil1mutV0z3OA4l1jkeHVjneHRwMOc4aQtca51RSn0aeBKwAT870sXbwsLC4kjioBJ5tNaPA49P0VgsLCwsLA4AqxbK3qyd7gH8C7DO8ejAOsejg0mf46R94BYWFhYW04tlgVtYWFgcoVgCbmFhYXGEYgk4oJSqUUr9WSm1VSm1RSl1xXSP6VChlLIppTYopR6d7rEcCpRShUqpB5RS23LXc+V0j2mqUUpdlfucblZK3aOUck/3mKYCpdTPlFIRpdTmMdvCSqnfK6W2576HpnOMB8t+zvE7uc/rJqXUw0qpwonuzxJwIQN8TmtdD5wEXH4UF+a6Atg63YM4hNwMPKG1ng8cy1F2rkqpKuCzwAqt9SIkhPeC6R3VlHEncOYe264B/qi1Pgb4Y+73I5k72fscfw8s0lovQXJrvjjRnVkCDmit27XWL+Z+HkRu+r3quhzpKKWqgXcBd0z3WA4FSqkA8G/ATwG01imtdf/0juqQYAc8uWQ6L2+QAX2koLV+BujdY/NZwF25n+8Czv6XDmqK2dc5aq2f0lpncr+uQ7LaJ4Ql4HuglJoJHAccjb27vw/8J2BO90AOEbOALuDnOTfRHUop33QPairRWrcCNwJNQDswoLV+anpHdUgp01q3gxhawNHenuJjwO8m+s+WgI9BKVUAPAhcqbWOTvd4phKl1LuBiNb6hekeyyHEDiwDfqK1Pg4Y5sifco8j5wM+C6gDKgGfUupD0zsqi6lAKfUlxJ1790RfYwl4DqWUAxHvu7XWD033eA4Bq4D3KqV2IbXbT1VK/Wp6hzTltAAtWuv87OkBRNCPJk4DGrXWXVrrNPAQcPI0j+lQ0qmUqgDIfY9M83gOCUqpjwDvBi7UB5CcYwk4oJRSiN90q9b6u9M9nkOB1vqLWutqrfVMZNHrT1rro8py01p3AM1KqXm5TWuAV6ZxSIeCJuAkpZQ397ldw1G2ULsHjwAfyf38EeB/p3EshwSl1JnAF4D3aq1jB/JaS8CFVcCHEav0pdzXO6d7UBaT4jPA3UqpTcBS4JvTPJ4pJTe7eAB4EXgZuYePinRzpdQ9wD+AeUqpFqXUxcANwNuVUtuBt+d+P2LZzzn+CPADv89pz60T3p+VSm9hYWFxZGJZ4BYWFhZHKJaAW1hYWByhWAJuYWFhcYRiCbiFhYXFEYol4BYWFhZHKJaAW1hYWByhWAJuYWFhcYTy/wERABFkX9q2DQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "t_norm = np.exp(t) / np.sum(np.exp(t), axis=1, keepdims=True)\n",
    "\n",
    "plot_data(X, color=t_norm)\n",
    "plot_densities(X, mu=mu_hat, sigma=cov_hat)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
